[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-2c2c7cdd8dff7457-building-universal-speech-to-speech-ai-agents-summary":3,"summaries-facets-categories":132,"summary-related-2c2c7cdd8dff7457-building-universal-speech-to-speech-ai-agents-summary":7716},{"id":4,"title":5,"ai":6,"body":13,"categories":95,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":100,"navigation":111,"path":112,"published_at":113,"question":97,"scraped_at":114,"seo":115,"sitemap":116,"source_id":117,"source_name":118,"source_type":119,"source_url":120,"stem":121,"tags":122,"thumbnail_url":127,"tldr":128,"tweet":129,"unknown_tags":130,"__hash__":131},"summaries\u002Fsummaries\u002F2c2c7cdd8dff7457-building-universal-speech-to-speech-ai-agents-summary.md","Building Universal Speech-to-Speech AI Agents",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",7479,673,3852,0.00287925,{"type":14,"value":15,"toc":88},"minimark",[16,21,25,29,32,55,58,62,65,85],[17,18,20],"h2",{"id":19},"the-shift-from-cascaded-pipelines-to-end-to-end-models","The Shift from Cascaded Pipelines to End-to-End Models",[22,23,24],"p",{},"Historically, voice AI relied on a chain of specialized components: feature extraction, acoustic modeling, pronunciation modeling, and language modeling. This approach was rigid and difficult to scale, as each component was a separate failure point. Modern research at Google DeepMind focuses on end-to-end models that map audio, video, and text into a unified token embedding space. By training on interleaved multimodal data (e.g., video with audio and captions), the model learns to understand the relationship between signals natively, allowing it to handle tasks like translation, emotion detection, and tool calling without needing custom-built sub-systems.",[17,26,28],{"id":27},"the-three-way-tension-in-model-design","The Three-Way Tension in Model Design",[22,30,31],{},"Developing a universal voice agent requires balancing three competing vectors:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Conversational Fluidity:"," Achieving low latency and natural, snappy interaction.",[36,44,45,48],{},[39,46,47],{},"Intelligence:"," Ensuring the model can reason, follow complex instructions, and complete tasks accurately.",[36,50,51,54],{},[39,52,53],{},"Multimodality:"," Enabling the model to process and output various signals, including video, screen shares, and documents.",[22,56,57],{},"These vectors exist in a state of tension. For example, increasing the \"thinking budget\" to improve reasoning intelligence often degrades latency and the \"time to first audio,\" making the conversation feel robotic. The goal is to optimize these simultaneously so the model can handle diverse environments—from noisy roadside assistance calls requiring high alphanumeric accuracy to multi-speaker meetings requiring real-time, multilingual translation.",[17,59,61],{"id":60},"practical-capabilities-and-proactive-audio","Practical Capabilities and Proactive Audio",[22,63,64],{},"By treating speech-to-speech as a promptable, universal task, developers can deploy the same model for vastly different use cases. Key technical capabilities include:",[33,66,67,73,79],{},[36,68,69,72],{},[39,70,71],{},"Proactive Audio:"," The model is trained to distinguish between relevant user input and background noise, preventing it from cutting itself off or responding to environmental sounds.",[36,74,75,78],{},[39,76,77],{},"Contextual Localization:"," The model can maintain local cultural nuances, such as keeping specific English terms (e.g., \"mid-century\") when speaking Spanish, because it learned these patterns from pre-training rather than rigid translation rules.",[36,80,81,84],{},[39,82,83],{},"Multimodal Presence:"," Beyond audio, the model supports visual output, such as real-time lip-synced avatars, which enhances the sense of presence in agentic interactions.",[22,86,87],{},"Ultimately, the team argues that the future of AGI will be spoken. A versatile, promptable model allows users to switch seamlessly between modes—brainstorming, translating, or taking action—without the friction of traditional, segmented AI architectures.",{"title":89,"searchDepth":90,"depth":90,"links":91},"",2,[92,93,94],{"id":19,"depth":90,"text":20},{"id":27,"depth":90,"text":28},{"id":60,"depth":90,"text":61},[96],"AI & LLMs",null,"md",false,{"content_references":101,"triage":106},[102],{"type":103,"title":104,"context":105},"tool","Gemini","mentioned",{"relevance":107,"novelty":107,"quality":107,"actionability":108,"composite":109,"reasoning":110},4,3,3.8,"Category: AI & LLMs. The article discusses the shift to end-to-end speech models, addressing a specific audience pain point about integrating AI into products. It provides insights into balancing model design factors, which is valuable for developers looking to implement such technologies.",true,"\u002Fsummaries\u002F2c2c7cdd8dff7457-building-universal-speech-to-speech-ai-agents-summary","2026-09-15 13:00:06","2026-09-16 03:11:54",{"title":5,"description":89},{"loc":112},"2c2c7cdd8dff7457","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=18Um2VjMM_g","summaries\u002F2c2c7cdd8dff7457-building-universal-speech-to-speech-ai-agents-summary",[123,124,125,126],"llm","agents","ai-tools","multimodal","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F18Um2VjMM_g\u002Fhqdefault.jpg","Google DeepMind is shifting from cascaded speech pipelines to natively multimodal, end-to-end speech-to-speech models that balance conversational latency, reasoning intelligence, and multimodal input\u002Foutput.","This presentation outlines the shift from traditional, multi-stage speech processing pipelines to natively multimodal models like [Gemini](https:\u002F\u002Fgemini.google.com\u002F). The speakers explain the ongoing research challenge of balancing three competing priorities: low-latency conversational flow, high-level reasoning intelligence, and broad multimodal input handling.",[126],"xcWkZk3juIh1-Nout-8w1nIVO1VStoRw18TBcNCZ3Ug",[133,135,138,140,143,145,148,151,153,155,157,159,162,165,167,169,171,173,176,178,180,182,184,187,189,191,193,195,197,199,201,203,205,207,209,211,213,215,217,219,221,223,225,227,229,231,233,235,237,239,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,424,426,428,430,432,434,436,438,440,442,444,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,480,482,484,486,488,490,492,494,496,498,500,502,504,506,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,578,580,582,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,624,626,628,630,632,634,636,638,640,642,644,646,648,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,960,962,964,966,968,971,973,975,977,979,981,983,985,987,989,991,993,995,997,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012,7014,7016,7018,7020,7022,7024,7026,7028,7030,7032,7034,7036,7038,7040,7042,7044,7046,7048,7050,7052,7054,7056,7058,7060,7062,7064,7066,7068,7070,7072,7074,7076,7078,7080,7082,7084,7086,7088,7090,7092,7094,7096,7098,7100,7102,7104,7106,7108,7110,7112,7114,7116,7118,7120,7122,7124,7126,7128,7130,7132,7134,7136,7138,7140,7142,7144,7146,7148,7150,7152,7154,7156,7158,7160,7162,7164,7166,7168,7170,7172,7174,7176,7178,7180,7182,7184,7186,7188,7190,7192,7194,7196,7198,7200,7202,7204,7206,7208,7210,7212,7214,7216,7218,7220,7222,7224,7226,7228,7230,7232,7234,7236,7238,7240,7242,7244,7246,7248,7250,7252,7254,7256,7258,7260,7262,7264,7266,7268,7270,7272,7274,7276,7278,7280,7282,7284,7286,7288,7290,7292,7294,7296,7298,7300,7302,7304,7306,7308,7310,7312,7314,7316,7318,7320,7322,7324,7326,7328,7330,7332,7334,7336,7338,7340,7342,7344,7346,7348,7350,7352,7354,7356,7358,7360,7362,7364,7366,7368,7370,7372,7374,7376,7378,7380,7382,7384,7386,7388,7390,7392,7394,7396,7398,7400,7402,7404,7406,7408,7410,7412,7414,7416,7418,7420,7422,7424,7426,7428,7430,7432,7434,7436,7438,7440,7442,7444,7446,7448,7450,7452,7454,7456,7458,7460,7462,7464,7466,7468,7470,7472,7474,7476,7478,7480,7482,7484,7486,7488,7490,7492,7494,7496,7498,7500,7502,7504,7506,7508,7510,7512,7514,7516,7518,7520,7522,7524,7526,7528,7530,7532,7534,7536,7538,7540,7542,7544,7546,7548,7550,7552,7554,7556,7558,7560,7562,7564,7566,7568,7570,7572,7574,7576,7578,7580,7582,7584,7586,7588,7590,7592,7594,7596,7598,7600,7602,7604,7606,7608,7610,7612,7614,7616,7618,7620,7622,7624,7626,7628,7630,7632,7634,7636,7638,7640,7642,7644,7646,7648,7650,7652,7654,7656,7658,7660,7662,7664,7666,7668,7670,7672,7674,7676,7678,7680,7682,7684,7686,7688,7690,7692,7694,7696,7698,7700,7702,7704,7706,7708,7710,7712,7714],{"categories":134},[96],{"categories":136},[137],"Developer Productivity",{"categories":139},[96],{"categories":141},[142],"Business & SaaS",{"categories":144},[96],{"categories":146},[147],"AI Automation",{"categories":149},[150],"Product Strategy",{"categories":152},[147],{"categories":154},[96],{"categories":156},[137],{"categories":158},[147],{"categories":160},[161],"Software Engineering",{"categories":163},[164],"Data Science & Visualization",{"categories":166},[96],{"categories":168},[142],{"categories":170},[],{"categories":172},[96],{"categories":174},[175],"Inference & Serving",{"categories":177},[96],{"categories":179},[96],{"categories":181},[147],{"categories":183},[],{"categories":185},[186],"AI News & Trends",{"categories":188},[164],{"categories":190},[147],{"categories":192},[96],{"categories":194},[96],{"categories":196},[96],{"categories":198},[142],{"categories":200},[137],{"categories":202},[96],{"categories":204},[147],{"categories":206},[186],{"categories":208},[96],{"categories":210},[147],{"categories":212},[147],{"categories":214},[96],{"categories":216},[96],{"categories":218},[147],{"categories":220},[96],{"categories":222},[96],{"categories":224},[96],{"categories":226},[142],{"categories":228},[147],{"categories":230},[186],{"categories":232},[96],{"categories":234},[96],{"categories":236},[96],{"categories":238},[],{"categories":240},[241],"Design & Frontend",{"categories":243},[96],{"categories":245},[164],{"categories":247},[96],{"categories":249},[186],{"categories":251},[96],{"categories":253},[96],{"categories":255},[96],{"categories":257},[],{"categories":259},[96],{"categories":261},[96],{"categories":263},[147],{"categories":265},[161],{"categories":267},[96],{"categories":269},[147],{"categories":271},[96],{"categories":273},[274],"Marketing & Growth",{"categories":276},[241],{"categories":278},[96],{"categories":280},[147],{"categories":282},[96],{"categories":284},[96],{"categories":286},[161],{"categories":288},[96],{"categories":290},[],{"categories":292},[],{"categories":294},[241],{"categories":296},[96],{"categories":298},[147],{"categories":300},[137],{"categories":302},[161],{"categories":304},[147],{"categories":306},[241],{"categories":308},[96],{"categories":310},[150],{"categories":312},[96],{"categories":314},[161],{"categories":316},[317],"DevOps & Cloud",{"categories":319},[147],{"categories":321},[150],{"categories":323},[186],{"categories":325},[96],{"categories":327},[],{"categories":329},[96],{"categories":331},[96],{"categories":333},[96],{"categories":335},[],{"categories":337},[147],{"categories":339},[161],{"categories":341},[],{"categories":343},[161],{"categories":345},[147],{"categories":347},[96],{"categories":349},[241],{"categories":351},[352],"Governance & Standards",{"categories":354},[142],{"categories":356},[],{"categories":358},[96],{"categories":360},[],{"categories":362},[96],{"categories":364},[96],{"categories":366},[147],{"categories":368},[147],{"categories":370},[96],{"categories":372},[96],{"categories":374},[147],{"categories":376},[96],{"categories":378},[96],{"categories":380},[96],{"categories":382},[],{"categories":384},[161],{"categories":386},[],{"categories":388},[],{"categories":390},[96],{"categories":392},[161],{"categories":394},[],{"categories":396},[161],{"categories":398},[96],{"categories":400},[147],{"categories":402},[96],{"categories":404},[274],{"categories":406},[96],{"categories":408},[96],{"categories":410},[96],{"categories":412},[241],{"categories":414},[241],{"categories":416},[96],{"categories":418},[161],{"categories":420},[147],{"categories":422},[423],"GovTech & Public-Sector Adoption",{"categories":425},[161],{"categories":427},[96],{"categories":429},[96],{"categories":431},[96],{"categories":433},[147],{"categories":435},[147],{"categories":437},[164],{"categories":439},[96],{"categories":441},[186],{"categories":443},[147],{"categories":445},[446],"Legal AI Tools",{"categories":448},[96],{"categories":450},[147],{"categories":452},[96],{"categories":454},[274],{"categories":456},[147],{"categories":458},[150],{"categories":460},[96],{"categories":462},[161],{"categories":464},[423],{"categories":466},[],{"categories":468},[147],{"categories":470},[],{"categories":472},[142],{"categories":474},[147],{"categories":476},[147],{"categories":478},[479],"RAG & Retrieval",{"categories":481},[142],{"categories":483},[96],{"categories":485},[161],{"categories":487},[161],{"categories":489},[317],{"categories":491},[241],{"categories":493},[147],{"categories":495},[96],{"categories":497},[96],{"categories":499},[96],{"categories":501},[96],{"categories":503},[],{"categories":505},[147],{"categories":507},[508],"Agents & Orchestration",{"categories":510},[161],{"categories":512},[96],{"categories":514},[],{"categories":516},[147],{"categories":518},[142],{"categories":520},[],{"categories":522},[96],{"categories":524},[],{"categories":526},[96],{"categories":528},[137],{"categories":530},[161],{"categories":532},[142],{"categories":534},[96],{"categories":536},[96],{"categories":538},[96],{"categories":540},[147],{"categories":542},[96],{"categories":544},[96],{"categories":546},[186],{"categories":548},[96],{"categories":550},[],{"categories":552},[96],{"categories":554},[96],{"categories":556},[],{"categories":558},[96],{"categories":560},[161],{"categories":562},[96],{"categories":564},[147],{"categories":566},[164],{"categories":568},[],{"categories":570},[96],{"categories":572},[96],{"categories":574},[241],{"categories":576},[577],"Models & Frontier Labs",{"categories":579},[],{"categories":581},[241],{"categories":583},[584],"Regulation & Governance of AI",{"categories":586},[150],{"categories":588},[147],{"categories":590},[],{"categories":592},[96],{"categories":594},[96],{"categories":596},[147],{"categories":598},[147],{"categories":600},[186],{"categories":602},[96],{"categories":604},[142],{"categories":606},[96],{"categories":608},[147],{"categories":610},[],{"categories":612},[161],{"categories":614},[147],{"categories":616},[96],{"categories":618},[150],{"categories":620},[96],{"categories":622},[623],"AI Policy & Regulation",{"categories":625},[],{"categories":627},[96],{"categories":629},[147],{"categories":631},[147],{"categories":633},[150],{"categories":635},[147],{"categories":637},[96],{"categories":639},[96],{"categories":641},[96],{"categories":643},[147],{"categories":645},[],{"categories":647},[164],{"categories":649},[650],"Evals & Reliability",{"categories":652},[96],{"categories":654},[96],{"categories":656},[],{"categories":658},[164],{"categories":660},[137],{"categories":662},[423],{"categories":664},[623],{"categories":666},[96],{"categories":668},[96],{"categories":670},[142],{"categories":672},[96],{"categories":674},[147],{"categories":676},[96],{"categories":678},[147],{"categories":680},[508],{"categories":682},[96],{"categories":684},[161],{"categories":686},[96],{"categories":688},[96],{"categories":690},[],{"categories":692},[241],{"categories":694},[],{"categories":696},[96],{"categories":698},[96],{"categories":700},[423],{"categories":702},[96],{"categories":704},[96],{"categories":706},[96],{"categories":708},[],{"categories":710},[96],{"categories":712},[241],{"categories":714},[161],{"categories":716},[],{"categories":718},[96],{"categories":720},[],{"categories":722},[147],{"categories":724},[96],{"categories":726},[241],{"categories":728},[],{"categories":730},[96],{"categories":732},[96],{"categories":734},[164],{"categories":736},[147],{"categories":738},[96],{"categories":740},[142],{"categories":742},[147],{"categories":744},[96],{"categories":746},[96],{"categories":748},[161],{"categories":750},[241],{"categories":752},[96],{"categories":754},[147],{"categories":756},[],{"categories":758},[161],{"categories":760},[147],{"categories":762},[164],{"categories":764},[],{"categories":766},[96],{"categories":768},[186],{"categories":770},[96],{"categories":772},[],{"categories":774},[96],{"categories":776},[96],{"categories":778},[96],{"categories":780},[142,274],{"categories":782},[],{"categories":784},[161],{"categories":786},[96],{"categories":788},[96],{"categories":790},[147],{"categories":792},[96],{"categories":794},[96],{"categories":796},[],{"categories":798},[],{"categories":800},[96],{"categories":802},[96],{"categories":804},[241],{"categories":806},[96],{"categories":808},[],{"categories":810},[96],{"categories":812},[317],{"categories":814},[],{"categories":816},[147],{"categories":818},[186],{"categories":820},[96],{"categories":822},[142],{"categories":824},[96],{"categories":826},[161],{"categories":828},[241],{"categories":830},[],{"categories":832},[96],{"categories":834},[186],{"categories":836},[96],{"categories":838},[175],{"categories":840},[96],{"categories":842},[96],{"categories":844},[147],{"categories":846},[186],{"categories":848},[577],{"categories":850},[96],{"categories":852},[274],{"categories":854},[],{"categories":856},[147],{"categories":858},[142],{"categories":860},[161],{"categories":862},[96],{"categories":864},[147],{"categories":866},[],{"categories":868},[96,317],{"categories":870},[96],{"categories":872},[96],{"categories":874},[96],{"categories":876},[147],{"categories":878},[96,161],{"categories":880},[164],{"categories":882},[96],{"categories":884},[96],{"categories":886},[96],{"categories":888},[161],{"categories":890},[96],{"categories":892},[147],{"categories":894},[147],{"categories":896},[623],{"categories":898},[274],{"categories":900},[96],{"categories":902},[147],{"categories":904},[96],{"categories":906},[96],{"categories":908},[147],{"categories":910},[],{"categories":912},[147],{"categories":914},[96],{"categories":916},[96],{"categories":918},[147],{"categories":920},[96],{"categories":922},[96,142],{"categories":924},[96],{"categories":926},[96],{"categories":928},[142],{"categories":930},[],{"categories":932},[241],{"categories":934},[241],{"categories":936},[96],{"categories":938},[],{"categories":940},[],{"categories":942},[96],{"categories":944},[186],{"categories":946},[],{"categories":948},[137],{"categories":950},[96],{"categories":952},[161],{"categories":954},[147],{"categories":956},[96],{"categories":958},[959],"Generative UI & Design-to-Code",{"categories":961},[96],{"categories":963},[96],{"categories":965},[241],{"categories":967},[96],{"categories":969},[970],"Algorithmic Accountability",{"categories":972},[147],{"categories":974},[161],{"categories":976},[186],{"categories":978},[241],{"categories":980},[96],{"categories":982},[],{"categories":984},[150],{"categories":986},[96],{"categories":988},[96],{"categories":990},[96],{"categories":992},[96],{"categories":994},[96],{"categories":996},[147],{"categories":998},[999],"MLOps & Infrastructure",{"categories":1001},[96],{"categories":1003},[96],{"categories":1005},[96],{"categories":1007},[96],{"categories":1009},[96],{"categories":1011},[161],{"categories":1013},[186],{"categories":1015},[96],{"categories":1017},[96],{"categories":1019},[150],{"categories":1021},[137],{"categories":1023},[96],{"categories":1025},[147],{"categories":1027},[317],{"categories":1029},[96],{"categories":1031},[142],{"categories":1033},[96],{"categories":1035},[241],{"categories":1037},[96],{"categories":1039},[150],{"categories":1041},[96],{"categories":1043},[147],{"categories":1045},[],{"categories":1047},[],{"categories":1049},[96],{"categories":1051},[175],{"categories":1053},[241],{"categories":1055},[186],{"categories":1057},[164],{"categories":1059},[],{"categories":1061},[96],{"categories":1063},[96],{"categories":1065},[142],{"categories":1067},[147],{"categories":1069},[96],{"categories":1071},[96],{"categories":1073},[96],{"categories":1075},[96],{"categories":1077},[96],{"categories":1079},[186],{"categories":1081},[175],{"categories":1083},[96],{"categories":1085},[241],{"categories":1087},[96],{"categories":1089},[],{"categories":1091},[147],{"categories":1093},[161],{"categories":1095},[],{"categories":1097},[96],{"categories":1099},[96],{"categories":1101},[147],{"categories":1103},[161],{"categories":1105},[96],{"categories":1107},[164],{"categories":1109},[241],{"categories":1111},[],{"categories":1113},[96],{"categories":1115},[],{"categories":1117},[96],{"categories":1119},[],{"categories":1121},[96],{"categories":1123},[96],{"categories":1125},[150],{"categories":1127},[142],{"categories":1129},[147],{"categories":1131},[147],{"categories":1133},[161],{"categories":1135},[],{"categories":1137},[96],{"categories":1139},[137],{"categories":1141},[96],{"categories":1143},[96],{"categories":1145},[142],{"categories":1147},[186],{"categories":1149},[137],{"categories":1151},[],{"categories":1153},[96],{"categories":1155},[],{"categories":1157},[96],{"categories":1159},[],{"categories":1161},[96],{"categories":1163},[186],{"categories":1165},[186],{"categories":1167},[],{"categories":1169},[508],{"categories":1171},[96],{"categories":1173},[241],{"categories":1175},[161],{"categories":1177},[],{"categories":1179},[446],{"categories":1181},[147],{"categories":1183},[147],{"categories":1185},[142],{"categories":1187},[96],{"categories":1189},[],{"categories":1191},[],{"categories":1193},[137],{"categories":1195},[164],{"categories":1197},[],{"categories":1199},[274],{"categories":1201},[147],{"categories":1203},[142],{"categories":1205},[147],{"categories":1207},[96],{"categories":1209},[142],{"categories":1211},[96],{"categories":1213},[161],{"categories":1215},[],{"categories":1217},[175],{"categories":1219},[150],{"categories":1221},[96],{"categories":1223},[241],{"categories":1225},[161],{"categories":1227},[142],{"categories":1229},[96],{"categories":1231},[161],{"categories":1233},[96],{"categories":1235},[147],{"categories":1237},[142],{"categories":1239},[96],{"categories":1241},[96],{"categories":1243},[96],{"categories":1245},[96],{"categories":1247},[96],{"categories":1249},[96],{"categories":1251},[],{"categories":1253},[],{"categories":1255},[161],{"categories":1257},[164],{"categories":1259},[150],{"categories":1261},[96],{"categories":1263},[147],{"categories":1265},[161],{"categories":1267},[161],{"categories":1269},[96],{"categories":1271},[],{"categories":1273},[96],{"categories":1275},[186],{"categories":1277},[150],{"categories":1279},[150],{"categories":1281},[161],{"categories":1283},[96],{"categories":1285},[650],{"categories":1287},[317],{"categories":1289},[],{"categories":1291},[147],{"categories":1293},[96],{"categories":1295},[137],{"categories":1297},[],{"categories":1299},[137],{"categories":1301},[],{"categories":1303},[96],{"categories":1305},[96],{"categories":1307},[96],{"categories":1309},[241],{"categories":1311},[274],{"categories":1313},[150],{"categories":1315},[96],{"categories":1317},[161],{"categories":1319},[96],{"categories":1321},[147],{"categories":1323},[],{"categories":1325},[161],{"categories":1327},[96],{"categories":1329},[137],{"categories":1331},[],{"categories":1333},[142],{"categories":1335},[96],{"categories":1337},[96],{"categories":1339},[186],{"categories":1341},[96,317],{"categories":1343},[96],{"categories":1345},[1346],"Design Systems for AI",{"categories":1348},[96],{"categories":1350},[96],{"categories":1352},[186],{"categories":1354},[96],{"categories":1356},[96],{"categories":1358},[96],{"categories":1360},[142],{"categories":1362},[96],{"categories":1364},[96],{"categories":1366},[96],{"categories":1368},[],{"categories":1370},[96],{"categories":1372},[96],{"categories":1374},[142],{"categories":1376},[96],{"categories":1378},[],{"categories":1380},[147],{"categories":1382},[147],{"categories":1384},[161],{"categories":1386},[96],{"categories":1388},[186],{"categories":1390},[161],{"categories":1392},[96],{"categories":1394},[241],{"categories":1396},[186],{"categories":1398},[164],{"categories":1400},[96],{"categories":1402},[96],{"categories":1404},[96],{"categories":1406},[96],{"categories":1408},[147],{"categories":1410},[137],{"categories":1412},[623],{"categories":1414},[96],{"categories":1416},[96],{"categories":1418},[147],{"categories":1420},[96],{"categories":1422},[161],{"categories":1424},[96],{"categories":1426},[161],{"categories":1428},[],{"categories":1430},[241],{"categories":1432},[],{"categories":1434},[96],{"categories":1436},[147],{"categories":1438},[150],{"categories":1440},[],{"categories":1442},[142],{"categories":1444},[96],{"categories":1446},[],{"categories":1448},[241],{"categories":1450},[161],{"categories":1452},[147],{"categories":1454},[161],{"categories":1456},[96],{"categories":1458},[241],{"categories":1460},[96],{"categories":1462},[161],{"categories":1464},[96],{"categories":1466},[96],{"categories":1468},[241],{"categories":1470},[],{"categories":1472},[],{"categories":1474},[186],{"categories":1476},[147],{"categories":1478},[147],{"categories":1480},[96],{"categories":1482},[147],{"categories":1484},[96],{"categories":1486},[96],{"categories":1488},[96],{"categories":1490},[96],{"categories":1492},[96],{"categories":1494},[96],{"categories":1496},[142],{"categories":1498},[150],{"categories":1500},[96],{"categories":1502},[96],{"categories":1504},[],{"categories":1506},[161],{"categories":1508},[161],{"categories":1510},[96],{"categories":1512},[161],{"categories":1514},[142],{"categories":1516},[],{"categories":1518},[96],{"categories":1520},[96],{"categories":1522},[241],{"categories":1524},[96],{"categories":1526},[96],{"categories":1528},[96],{"categories":1530},[147],{"categories":1532},[137],{"categories":1534},[142],{"categories":1536},[96],{"categories":1538},[147],{"categories":1540},[186],{"categories":1542},[147],{"categories":1544},[175],{"categories":1546},[274],{"categories":1548},[96],{"categories":1550},[147],{"categories":1552},[96],{"categories":1554},[96],{"categories":1556},[96],{"categories":1558},[96],{"categories":1560},[],{"categories":1562},[241],{"categories":1564},[],{"categories":1566},[96],{"categories":1568},[96],{"categories":1570},[],{"categories":1572},[96],{"categories":1574},[96],{"categories":1576},[161],{"categories":1578},[142],{"categories":1580},[1581],"Visual & Generative Media",{"categories":1583},[147],{"categories":1585},[],{"categories":1587},[96],{"categories":1589},[96],{"categories":1591},[161],{"categories":1593},[96],{"categories":1595},[317],{"categories":1597},[96],{"categories":1599},[164],{"categories":1601},[623],{"categories":1603},[161],{"categories":1605},[274],{"categories":1607},[96],{"categories":1609},[150],{"categories":1611},[241],{"categories":1613},[96],{"categories":1615},[96],{"categories":1617},[161],{"categories":1619},[147],{"categories":1621},[96],{"categories":1623},[],{"categories":1625},[],{"categories":1627},[147],{"categories":1629},[161],{"categories":1631},[137],{"categories":1633},[147],{"categories":1635},[577],{"categories":1637},[96],{"categories":1639},[150],{"categories":1641},[96],{"categories":1643},[142],{"categories":1645},[],{"categories":1647},[96],{"categories":1649},[150],{"categories":1651},[96],{"categories":1653},[96],{"categories":1655},[96],{"categories":1657},[150],{"categories":1659},[96],{"categories":1661},[96],{"categories":1663},[274],{"categories":1665},[96],{"categories":1667},[508],{"categories":1669},[161],{"categories":1671},[147],{"categories":1673},[96],{"categories":1675},[147],{"categories":1677},[96],{"categories":1679},[96],{"categories":1681},[147],{"categories":1683},[96],{"categories":1685},[96],{"categories":1687},[96],{"categories":1689},[147],{"categories":1691},[96],{"categories":1693},[241],{"categories":1695},[147],{"categories":1697},[],{"categories":1699},[147],{"categories":1701},[96],{"categories":1703},[],{"categories":1705},[317],{"categories":1707},[161],{"categories":1709},[],{"categories":1711},[577],{"categories":1713},[96],{"categories":1715},[147],{"categories":1717},[147],{"categories":1719},[96],{"categories":1721},[241,96],{"categories":1723},[96],{"categories":1725},[137],{"categories":1727},[96],{"categories":1729},[147],{"categories":1731},[241],{"categories":1733},[],{"categories":1735},[96],{"categories":1737},[137],{"categories":1739},[96],{"categories":1741},[1742],"Medical Imaging & Radiology",{"categories":1744},[96],{"categories":1746},[96],{"categories":1748},[96],{"categories":1750},[241],{"categories":1752},[147],{"categories":1754},[147],{"categories":1756},[161],{"categories":1758},[],{"categories":1760},[96],{"categories":1762},[96],{"categories":1764},[96],{"categories":1766},[],{"categories":1768},[],{"categories":1770},[96],{"categories":1772},[96],{"categories":1774},[508],{"categories":1776},[96],{"categories":1778},[137],{"categories":1780},[96],{"categories":1782},[96],{"categories":1784},[],{"categories":1786},[147],{"categories":1788},[96],{"categories":1790},[150],{"categories":1792},[161],{"categories":1794},[96],{"categories":1796},[147],{"categories":1798},[508],{"categories":1800},[96],{"categories":1802},[147],{"categories":1804},[96],{"categories":1806},[96],{"categories":1808},[96],{"categories":1810},[96],{"categories":1812},[241],{"categories":1814},[147],{"categories":1816},[317],{"categories":1818},[241],{"categories":1820},[142],{"categories":1822},[147],{"categories":1824},[186],{"categories":1826},[96],{"categories":1828},[96],{"categories":1830},[150],{"categories":1832},[96],{"categories":1834},[96],{"categories":1836},[96],{"categories":1838},[96],{"categories":1840},[96],{"categories":1842},[147],{"categories":1844},[96],{"categories":1846},[161],{"categories":1848},[161],{"categories":1850},[96],{"categories":1852},[150],{"categories":1854},[],{"categories":1856},[186],{"categories":1858},[],{"categories":1860},[150],{"categories":1862},[147],{"categories":1864},[96],{"categories":1866},[96],{"categories":1868},[147],{"categories":1870},[96],{"categories":1872},[1346],{"categories":1874},[96],{"categories":1876},[1346],{"categories":1878},[241],{"categories":1880},[96],{"categories":1882},[96],{"categories":1884},[96],{"categories":1886},[147],{"categories":1888},[161],{"categories":1890},[241],{"categories":1892},[147],{"categories":1894},[186],{"categories":1896},[],{"categories":1898},[96],{"categories":1900},[],{"categories":1902},[96],{"categories":1904},[96],{"categories":1906},[147],{"categories":1908},[96],{"categories":1910},[96],{"categories":1912},[96],{"categories":1914},[147],{"categories":1916},[1917],"Contract Review & E-Discovery",{"categories":1919},[96],{"categories":1921},[241],{"categories":1923},[96],{"categories":1925},[137],{"categories":1927},[96],{"categories":1929},[186],{"categories":1931},[96],{"categories":1933},[96],{"categories":1935},[274],{"categories":1937},[161],{"categories":1939},[147],{"categories":1941},[96],{"categories":1943},[96],{"categories":1945},[96],{"categories":1947},[147],{"categories":1949},[147],{"categories":1951},[970],{"categories":1953},[96],{"categories":1955},[96],{"categories":1957},[147],{"categories":1959},[147],{"categories":1961},[96],{"categories":1963},[96],{"categories":1965},[96],{"categories":1967},[147],{"categories":1969},[96],{"categories":1971},[161],{"categories":1973},[96],{"categories":1975},[508],{"categories":1977},[479],{"categories":1979},[96],{"categories":1981},[147],{"categories":1983},[96],{"categories":1985},[1986],"Law-Firm Practice & Adoption",{"categories":1988},[96],{"categories":1990},[147],{"categories":1992},[241],{"categories":1994},[96],{"categories":1996},[96],{"categories":1998},[96],{"categories":2000},[],{"categories":2002},[161],{"categories":2004},[],{"categories":2006},[161],{"categories":2008},[96],{"categories":2010},[],{"categories":2012},[161],{"categories":2014},[147],{"categories":2016},[137],{"categories":2018},[317],{"categories":2020},[96],{"categories":2022},[],{"categories":2024},[96],{"categories":2026},[137],{"categories":2028},[147],{"categories":2030},[142],{"categories":2032},[96],{"categories":2034},[274],{"categories":2036},[96],{"categories":2038},[],{"categories":2040},[142],{"categories":2042},[147],{"categories":2044},[142],{"categories":2046},[],{"categories":2048},[96],{"categories":2050},[150],{"categories":2052},[96],{"categories":2054},[161],{"categories":2056},[],{"categories":2058},[],{"categories":2060},[],{"categories":2062},[],{"categories":2064},[96],{"categories":2066},[150],{"categories":2068},[147],{"categories":2070},[317],{"categories":2072},[96],{"categories":2074},[137],{"categories":2076},[161],{"categories":2078},[96],{"categories":2080},[96],{"categories":2082},[161],{"categories":2084},[150],{"categories":2086},[96],{"categories":2088},[96],{"categories":2090},[96],{"categories":2092},[999],{"categories":2094},[96],{"categories":2096},[161],{"categories":2098},[96],{"categories":2100},[274],{"categories":2102},[161],{"categories":2104},[142],{"categories":2106},[96],{"categories":2108},[96],{"categories":2110},[96],{"categories":2112},[241],{"categories":2114},[96],{"categories":2116},[96],{"categories":2118},[96],{"categories":2120},[96],{"categories":2122},[142],{"categories":2124},[147],{"categories":2126},[96,137],{"categories":2128},[96],{"categories":2130},[508],{"categories":2132},[96],{"categories":2134},[96],{"categories":2136},[161],{"categories":2138},[96],{"categories":2140},[161],{"categories":2142},[241],{"categories":2144},[147],{"categories":2146},[147],{"categories":2148},[161],{"categories":2150},[96],{"categories":2152},[147],{"categories":2154},[96],{"categories":2156},[96],{"categories":2158},[],{"categories":2160},[],{"categories":2162},[96],{"categories":2164},[164],{"categories":2166},[96],{"categories":2168},[96],{"categories":2170},[241],{"categories":2172},[147],{"categories":2174},[],{"categories":2176},[96],{"categories":2178},[96],{"categories":2180},[142],{"categories":2182},[161],{"categories":2184},[164],{"categories":2186},[186],{"categories":2188},[150],{"categories":2190},[241],{"categories":2192},[96],{"categories":2194},[147],{"categories":2196},[96],{"categories":2198},[161],{"categories":2200},[],{"categories":2202},[147],{"categories":2204},[147],{"categories":2206},[96],{"categories":2208},[96],{"categories":2210},[96],{"categories":2212},[96],{"categories":2214},[96],{"categories":2216},[96],{"categories":2218},[],{"categories":2220},[147],{"categories":2222},[96],{"categories":2224},[96],{"categories":2226},[96],{"categories":2228},[],{"categories":2230},[147],{"categories":2232},[147],{"categories":2234},[96],{"categories":2236},[96],{"categories":2238},[142],{"categories":2240},[96],{"categories":2242},[96],{"categories":2244},[],{"categories":2246},[137],{"categories":2248},[96],{"categories":2250},[96],{"categories":2252},[96],{"categories":2254},[241],{"categories":2256},[96],{"categories":2258},[161],{"categories":2260},[96],{"categories":2262},[137],{"categories":2264},[96],{"categories":2266},[161],{"categories":2268},[274],{"categories":2270},[161],{"categories":2272},[147],{"categories":2274},[147],{"categories":2276},[96],{"categories":2278},[96],{"categories":2280},[96,241],{"categories":2282},[96],{"categories":2284},[147],{"categories":2286},[186],{"categories":2288},[96],{"categories":2290},[186],{"categories":2292},[147],{"categories":2294},[241],{"categories":2296},[96],{"categories":2298},[],{"categories":2300},[161],{"categories":2302},[317],{"categories":2304},[241],{"categories":2306},[161],{"categories":2308},[96],{"categories":2310},[150],{"categories":2312},[96],{"categories":2314},[96],{"categories":2316},[147],{"categories":2318},[],{"categories":2320},[],{"categories":2322},[96],{"categories":2324},[],{"categories":2326},[],{"categories":2328},[150],{"categories":2330},[161],{"categories":2332},[96],{"categories":2334},[96],{"categories":2336},[147],{"categories":2338},[96],{"categories":2340},[147],{"categories":2342},[142],{"categories":2344},[147],{"categories":2346},[317],{"categories":2348},[96],{"categories":2350},[96],{"categories":2352},[96],{"categories":2354},[175],{"categories":2356},[96],{"categories":2358},[96],{"categories":2360},[96],{"categories":2362},[96],{"categories":2364},[161],{"categories":2366},[147],{"categories":2368},[96],{"categories":2370},[96],{"categories":2372},[96],{"categories":2374},[96],{"categories":2376},[161],{"categories":2378},[446],{"categories":2380},[147],{"categories":2382},[970],{"categories":2384},[],{"categories":2386},[147],{"categories":2388},[241],{"categories":2390},[1986],{"categories":2392},[161],{"categories":2394},[],{"categories":2396},[147],{"categories":2398},[],{"categories":2400},[96],{"categories":2402},[147],{"categories":2404},[],{"categories":2406},[],{"categories":2408},[96],{"categories":2410},[96],{"categories":2412},[274],{"categories":2414},[96],{"categories":2416},[274],{"categories":2418},[96],{"categories":2420},[147],{"categories":2422},[96],{"categories":2424},[96],{"categories":2426},[164],{"categories":2428},[96],{"categories":2430},[161],{"categories":2432},[150],{"categories":2434},[],{"categories":2436},[96],{"categories":2438},[96],{"categories":2440},[96],{"categories":2442},[161],{"categories":2444},[96],{"categories":2446},[1917],{"categories":2448},[96],{"categories":2450},[241],{"categories":2452},[241],{"categories":2454},[96],{"categories":2456},[96],{"categories":2458},[147],{"categories":2460},[137],{"categories":2462},[96],{"categories":2464},[96],{"categories":2466},[96],{"categories":2468},[96],{"categories":2470},[241],{"categories":2472},[241],{"categories":2474},[147],{"categories":2476},[147],{"categories":2478},[147],{"categories":2480},[96],{"categories":2482},[96],{"categories":2484},[96],{"categories":2486},[147],{"categories":2488},[],{"categories":2490},[96],{"categories":2492},[],{"categories":2494},[241],{"categories":2496},[2497],"Interaction & Product Design",{"categories":2499},[96],{"categories":2501},[147],{"categories":2503},[161],{"categories":2505},[352],{"categories":2507},[186],{"categories":2509},[161],{"categories":2511},[96],{"categories":2513},[150],{"categories":2515},[96],{"categories":2517},[96],{"categories":2519},[161],{"categories":2521},[96],{"categories":2523},[137],{"categories":2525},[147],{"categories":2527},[96],{"categories":2529},[],{"categories":2531},[147],{"categories":2533},[147],{"categories":2535},[147],{"categories":2537},[],{"categories":2539},[161],{"categories":2541},[96],{"categories":2543},[147],{"categories":2545},[137],{"categories":2547},[2497],{"categories":2549},[96],{"categories":2551},[137],{"categories":2553},[137],{"categories":2555},[96],{"categories":2557},[],{"categories":2559},[96],{"categories":2561},[147],{"categories":2563},[161],{"categories":2565},[],{"categories":2567},[147],{"categories":2569},[150],{"categories":2571},[186],{"categories":2573},[96],{"categories":2575},[147],{"categories":2577},[96],{"categories":2579},[147],{"categories":2581},[147],{"categories":2583},[96],{"categories":2585},[96],{"categories":2587},[186],{"categories":2589},[164],{"categories":2591},[96],{"categories":2593},[150],{"categories":2595},[161],{"categories":2597},[2598],"Coding Agents & Dev Productivity",{"categories":2600},[186],{"categories":2602},[241],{"categories":2604},[96],{"categories":2606},[96],{"categories":2608},[],{"categories":2610},[96],{"categories":2612},[96],{"categories":2614},[970],{"categories":2616},[],{"categories":2618},[96],{"categories":2620},[96],{"categories":2622},[317],{"categories":2624},[96],{"categories":2626},[186],{"categories":2628},[],{"categories":2630},[],{"categories":2632},[96],{"categories":2634},[],{"categories":2636},[147],{"categories":2638},[96],{"categories":2640},[147],{"categories":2642},[],{"categories":2644},[161],{"categories":2646},[161],{"categories":2648},[96],{"categories":2650},[164],{"categories":2652},[],{"categories":2654},[96],{"categories":2656},[96],{"categories":2658},[96],{"categories":2660},[164],{"categories":2662},[161],{"categories":2664},[147],{"categories":2666},[],{"categories":2668},[],{"categories":2670},[96],{"categories":2672},[96],{"categories":2674},[96],{"categories":2676},[96],{"categories":2678},[147],{"categories":2680},[147],{"categories":2682},[423],{"categories":2684},[161],{"categories":2686},[150],{"categories":2688},[161],{"categories":2690},[147],{"categories":2692},[186],{"categories":2694},[186],{"categories":2696},[147],{"categories":2698},[147],{"categories":2700},[96],{"categories":2702},[137],{"categories":2704},[2497],{"categories":2706},[150],{"categories":2708},[96,317],{"categories":2710},[164],{"categories":2712},[],{"categories":2714},[241],{"categories":2716},[147],{"categories":2718},[161],{"categories":2720},[137],{"categories":2722},[96],{"categories":2724},[147],{"categories":2726},[2727],"The Designer's Role & Craft",{"categories":2729},[241],{"categories":2731},[],{"categories":2733},[147],{"categories":2735},[96],{"categories":2737},[147],{"categories":2739},[147],{"categories":2741},[96],{"categories":2743},[274],{"categories":2745},[96],{"categories":2747},[161],{"categories":2749},[147],{"categories":2751},[96],{"categories":2753},[241],{"categories":2755},[96],{"categories":2757},[],{"categories":2759},[147],{"categories":2761},[241],{"categories":2763},[150],{"categories":2765},[96],{"categories":2767},[147],{"categories":2769},[96],{"categories":2771},[96],{"categories":2773},[96],{"categories":2775},[2776],"AI UX Patterns",{"categories":2778},[147],{"categories":2780},[147],{"categories":2782},[147],{"categories":2784},[96],{"categories":2786},[96],{"categories":2788},[147],{"categories":2790},[274],{"categories":2792},[164],{"categories":2794},[96],{"categories":2796},[147],{"categories":2798},[96],{"categories":2800},[1346],{"categories":2802},[],{"categories":2804},[274],{"categories":2806},[147],{"categories":2808},[186],{"categories":2810},[161],{"categories":2812},[96],{"categories":2814},[147],{"categories":2816},[],{"categories":2818},[],{"categories":2820},[96],{"categories":2822},[96],{"categories":2824},[147],{"categories":2826},[96],{"categories":2828},[147],{"categories":2830},[423],{"categories":2832},[241],{"categories":2834},[96],{"categories":2836},[186],{"categories":2838},[161],{"categories":2840},[96],{"categories":2842},[147],{"categories":2844},[147],{"categories":2846},[],{"categories":2848},[96],{"categories":2850},[],{"categories":2852},[96],{"categories":2854},[],{"categories":2856},[96],{"categories":2858},[96],{"categories":2860},[96],{"categories":2862},[147],{"categories":2864},[96],{"categories":2866},[161],{"categories":2868},[],{"categories":2870},[],{"categories":2872},[164],{"categories":2874},[175],{"categories":2876},[96],{"categories":2878},[96],{"categories":2880},[96],{"categories":2882},[164],{"categories":2884},[164],{"categories":2886},[96],{"categories":2888},[96],{"categories":2890},[186],{"categories":2892},[96],{"categories":2894},[96],{"categories":2896},[96],{"categories":2898},[147],{"categories":2900},[96],{"categories":2902},[96],{"categories":2904},[147],{"categories":2906},[96],{"categories":2908},[96],{"categories":2910},[96],{"categories":2912},[147],{"categories":2914},[],{"categories":2916},[96],{"categories":2918},[],{"categories":2920},[96],{"categories":2922},[96],{"categories":2924},[317],{"categories":2926},[96],{"categories":2928},[],{"categories":2930},[],{"categories":2932},[241],{"categories":2934},[999],{"categories":2936},[147],{"categories":2938},[137],{"categories":2940},[2727],{"categories":2942},[],{"categories":2944},[],{"categories":2946},[96],{"categories":2948},[],{"categories":2950},[],{"categories":2952},[161],{"categories":2954},[186],{"categories":2956},[274],{"categories":2958},[164],{"categories":2960},[147],{"categories":2962},[142],{"categories":2964},[96],{"categories":2966},[96],{"categories":2968},[142],{"categories":2970},[],{"categories":2972},[241],{"categories":2974},[150],{"categories":2976},[96],{"categories":2978},[96],{"categories":2980},[147],{"categories":2982},[142],{"categories":2984},[96],{"categories":2986},[96],{"categories":2988},[137],{"categories":2990},[96],{"categories":2992},[142],{"categories":2994},[96],{"categories":2996},[],{"categories":2998},[137],{"categories":3000},[96],{"categories":3002},[274],{"categories":3004},[96],{"categories":3006},[161],{"categories":3008},[147],{"categories":3010},[186],{"categories":3012},[96],{"categories":3014},[161],{"categories":3016},[96],{"categories":3018},[96],{"categories":3020},[96],{"categories":3022},[96],{"categories":3024},[142],{"categories":3026},[96],{"categories":3028},[96],{"categories":3030},[96],{"categories":3032},[147],{"categories":3034},[96],{"categories":3036},[96],{"categories":3038},[96],{"categories":3040},[],{"categories":3042},[96],{"categories":3044},[161],{"categories":3046},[137],{"categories":3048},[96],{"categories":3050},[96],{"categories":3052},[241],{"categories":3054},[96],{"categories":3056},[],{"categories":3058},[96],{"categories":3060},[508],{"categories":3062},[147],{"categories":3064},[142],{"categories":3066},[96],{"categories":3068},[186],{"categories":3070},[96],{"categories":3072},[96],{"categories":3074},[],{"categories":3076},[142],{"categories":3078},[142],{"categories":3080},[96],{"categories":3082},[96],{"categories":3084},[150],{"categories":3086},[96],{"categories":3088},[96],{"categories":3090},[96],{"categories":3092},[96],{"categories":3094},[161],{"categories":3096},[164],{"categories":3098},[161],{"categories":3100},[96],{"categories":3102},[],{"categories":3104},[96],{"categories":3106},[161],{"categories":3108},[96],{"categories":3110},[161],{"categories":3112},[147],{"categories":3114},[623],{"categories":3116},[],{"categories":3118},[],{"categories":3120},[96],{"categories":3122},[186],{"categories":3124},[],{"categories":3126},[317],{"categories":3128},[96],{"categories":3130},[96],{"categories":3132},[96],{"categories":3134},[241],{"categories":3136},[959],{"categories":3138},[],{"categories":3140},[96],{"categories":3142},[96],{"categories":3144},[96],{"categories":3146},[161],{"categories":3148},[96],{"categories":3150},[96],{"categories":3152},[96],{"categories":3154},[96],{"categories":3156},[96,317],{"categories":3158},[96],{"categories":3160},[96],{"categories":3162},[241],{"categories":3164},[147],{"categories":3166},[],{"categories":3168},[147],{"categories":3170},[147],{"categories":3172},[96],{"categories":3174},[96],{"categories":3176},[96],{"categories":3178},[96],{"categories":3180},[96],{"categories":3182},[164],{"categories":3184},[96],{"categories":3186},[96],{"categories":3188},[2776],{"categories":3190},[137],{"categories":3192},[96],{"categories":3194},[164],{"categories":3196},[137],{"categories":3198},[161],{"categories":3200},[241],{"categories":3202},[147],{"categories":3204},[96],{"categories":3206},[96],{"categories":3208},[],{"categories":3210},[142],{"categories":3212},[96],{"categories":3214},[96],{"categories":3216},[186],{"categories":3218},[96],{"categories":3220},[96],{"categories":3222},[96],{"categories":3224},[147],{"categories":3226},[96],{"categories":3228},[96],{"categories":3230},[241],{"categories":3232},[96],{"categories":3234},[142],{"categories":3236},[],{"categories":3238},[317],{"categories":3240},[96],{"categories":3242},[423],{"categories":3244},[241],{"categories":3246},[241],{"categories":3248},[161],{"categories":3250},[147],{"categories":3252},[96],{"categories":3254},[142],{"categories":3256},[186],{"categories":3258},[96],{"categories":3260},[96],{"categories":3262},[96],{"categories":3264},[241],{"categories":3266},[147],{"categories":3268},[96],{"categories":3270},[147],{"categories":3272},[96],{"categories":3274},[147],{"categories":3276},[96],{"categories":3278},[577],{"categories":3280},[96],{"categories":3282},[147],{"categories":3284},[],{"categories":3286},[96],{"categories":3288},[96],{"categories":3290},[96],{"categories":3292},[96],{"categories":3294},[147],{"categories":3296},[],{"categories":3298},[],{"categories":3300},[96],{"categories":3302},[96],{"categories":3304},[147],{"categories":3306},[96],{"categories":3308},[96],{"categories":3310},[96],{"categories":3312},[161],{"categories":3314},[96],{"categories":3316},[96],{"categories":3318},[147],{"categories":3320},[96],{"categories":3322},[96],{"categories":3324},[96],{"categories":3326},[96],{"categories":3328},[96],{"categories":3330},[],{"categories":3332},[161],{"categories":3334},[164],{"categories":3336},[96],{"categories":3338},[147],{"categories":3340},[147],{"categories":3342},[96],{"categories":3344},[96],{"categories":3346},[],{"categories":3348},[],{"categories":3350},[96],{"categories":3352},[96],{"categories":3354},[96],{"categories":3356},[186],{"categories":3358},[164],{"categories":3360},[],{"categories":3362},[96],{"categories":3364},[241],{"categories":3366},[96],{"categories":3368},[96],{"categories":3370},[317],{"categories":3372},[1986],{"categories":3374},[96],{"categories":3376},[186],{"categories":3378},[161],{"categories":3380},[96],{"categories":3382},[161],{"categories":3384},[161],{"categories":3386},[96],{"categories":3388},[96],{"categories":3390},[161],{"categories":3392},[186],{"categories":3394},[186],{"categories":3396},[317],{"categories":3398},[147],{"categories":3400},[],{"categories":3402},[186],{"categories":3404},[142],{"categories":3406},[96],{"categories":3408},[147],{"categories":3410},[137],{"categories":3412},[161],{"categories":3414},[96],{"categories":3416},[142],{"categories":3418},[186],{"categories":3420},[],{"categories":3422},[96],{"categories":3424},[161],{"categories":3426},[96],{"categories":3428},[161],{"categories":3430},[164],{"categories":3432},[96],{"categories":3434},[186],{"categories":3436},[96],{"categories":3438},[161],{"categories":3440},[147],{"categories":3442},[147],{"categories":3444},[186],{"categories":3446},[147],{"categories":3448},[317],{"categories":3450},[147],{"categories":3452},[96],{"categories":3454},[96],{"categories":3456},[96],{"categories":3458},[96],{"categories":3460},[96],{"categories":3462},[96],{"categories":3464},[161],{"categories":3466},[96],{"categories":3468},[],{"categories":3470},[147],{"categories":3472},[142],{"categories":3474},[161],{"categories":3476},[],{"categories":3478},[],{"categories":3480},[96],{"categories":3482},[147],{"categories":3484},[96],{"categories":3486},[96],{"categories":3488},[96],{"categories":3490},[3491],"Frameworks & Tooling",{"categories":3493},[96],{"categories":3495},[96],{"categories":3497},[161],{"categories":3499},[96],{"categories":3501},[96],{"categories":3503},[],{"categories":3505},[164],{"categories":3507},[164],{"categories":3509},[96],{"categories":3511},[137],{"categories":3513},[96],{"categories":3515},[147],{"categories":3517},[96],{"categories":3519},[241],{"categories":3521},[],{"categories":3523},[1986],{"categories":3525},[96],{"categories":3527},[161],{"categories":3529},[96],{"categories":3531},[317],{"categories":3533},[317],{"categories":3535},[],{"categories":3537},[96],{"categories":3539},[147],{"categories":3541},[147],{"categories":3543},[96],{"categories":3545},[96],{"categories":3547},[186],{"categories":3549},[147],{"categories":3551},[186],{"categories":3553},[96],{"categories":3555},[147],{"categories":3557},[],{"categories":3559},[241],{"categories":3561},[96],{"categories":3563},[96],{"categories":3565},[],{"categories":3567},[96],{"categories":3569},[147],{"categories":3571},[96],{"categories":3573},[96],{"categories":3575},[96],{"categories":3577},[],{"categories":3579},[142],{"categories":3581},[161],{"categories":3583},[96],{"categories":3585},[161],{"categories":3587},[317],{"categories":3589},[96],{"categories":3591},[96],{"categories":3593},[96],{"categories":3595},[161],{"categories":3597},[96],{"categories":3599},[142],{"categories":3601},[96],{"categories":3603},[1986],{"categories":3605},[],{"categories":3607},[147],{"categories":3609},[137],{"categories":3611},[96],{"categories":3613},[137],{"categories":3615},[96],{"categories":3617},[],{"categories":3619},[147],{"categories":3621},[96],{"categories":3623},[96],{"categories":3625},[3626],"AI Design Tooling",{"categories":3628},[241],{"categories":3630},[96],{"categories":3632},[96],{"categories":3634},[161],{"categories":3636},[241],{"categories":3638},[96],{"categories":3640},[96],{"categories":3642},[161],{"categories":3644},[147],{"categories":3646},[186],{"categories":3648},[150],{"categories":3650},[161],{"categories":3652},[96],{"categories":3654},[96],{"categories":3656},[96],{"categories":3658},[147],{"categories":3660},[96],{"categories":3662},[],{"categories":3664},[147],{"categories":3666},[96],{"categories":3668},[96],{"categories":3670},[147],{"categories":3672},[96],{"categories":3674},[96],{"categories":3676},[96],{"categories":3678},[147],{"categories":3680},[],{"categories":3682},[147],{"categories":3684},[3491],{"categories":3686},[96],{"categories":3688},[96],{"categories":3690},[147],{"categories":3692},[147],{"categories":3694},[161],{"categories":3696},[161],{"categories":3698},[96],{"categories":3700},[96],{"categories":3702},[],{"categories":3704},[161],{"categories":3706},[96],{"categories":3708},[96],{"categories":3710},[147],{"categories":3712},[142],{"categories":3714},[96],{"categories":3716},[],{"categories":3718},[96],{"categories":3720},[96],{"categories":3722},[2497],{"categories":3724},[],{"categories":3726},[96],{"categories":3728},[96],{"categories":3730},[96],{"categories":3732},[96],{"categories":3734},[241],{"categories":3736},[96],{"categories":3738},[],{"categories":3740},[96],{"categories":3742},[96],{"categories":3744},[96],{"categories":3746},[96],{"categories":3748},[274],{"categories":3750},[186],{"categories":3752},[96],{"categories":3754},[96],{"categories":3756},[1986],{"categories":3758},[96],{"categories":3760},[137],{"categories":3762},[96],{"categories":3764},[96],{"categories":3766},[164],{"categories":3768},[147],{"categories":3770},[96],{"categories":3772},[96],{"categories":3774},[186],{"categories":3776},[147],{"categories":3778},[150],{"categories":3780},[],{"categories":3782},[96],{"categories":3784},[96],{"categories":3786},[241],{"categories":3788},[96],{"categories":3790},[274],{"categories":3792},[147],{"categories":3794},[96],{"categories":3796},[147],{"categories":3798},[96],{"categories":3800},[],{"categories":3802},[],{"categories":3804},[],{"categories":3806},[137],{"categories":3808},[186],{"categories":3810},[147],{"categories":3812},[96],{"categories":3814},[96],{"categories":3816},[96],{"categories":3818},[96],{"categories":3820},[446],{"categories":3822},[241],{"categories":3824},[147],{"categories":3826},[96],{"categories":3828},[],{"categories":3830},[96],{"categories":3832},[147],{"categories":3834},[147],{"categories":3836},[],{"categories":3838},[96],{"categories":3840},[147],{"categories":3842},[96],{"categories":3844},[],{"categories":3846},[150],{"categories":3848},[96],{"categories":3850},[96],{"categories":3852},[96],{"categories":3854},[186],{"categories":3856},[241],{"categories":3858},[147],{"categories":3860},[241],{"categories":3862},[147],{"categories":3864},[96],{"categories":3866},[142],{"categories":3868},[],{"categories":3870},[],{"categories":3872},[96],{"categories":3874},[96],{"categories":3876},[96],{"categories":3878},[137],{"categories":3880},[96],{"categories":3882},[147],{"categories":3884},[186],{"categories":3886},[],{"categories":3888},[241],{"categories":3890},[147],{"categories":3892},[],{"categories":3894},[161],{"categories":3896},[96],{"categories":3898},[161],{"categories":3900},[241],{"categories":3902},[161],{"categories":3904},[96],{"categories":3906},[],{"categories":3908},[96],{"categories":3910},[96],{"categories":3912},[147],{"categories":3914},[],{"categories":3916},[96],{"categories":3918},[96],{"categories":3920},[274],{"categories":3922},[96],{"categories":3924},[96],{"categories":3926},[96],{"categories":3928},[317],{"categories":3930},[161],{"categories":3932},[96],{"categories":3934},[147],{"categories":3936},[],{"categories":3938},[96],{"categories":3940},[147],{"categories":3942},[96],{"categories":3944},[137],{"categories":3946},[577],{"categories":3948},[96],{"categories":3950},[96],{"categories":3952},[96],{"categories":3954},[147],{"categories":3956},[96],{"categories":3958},[147],{"categories":3960},[96],{"categories":3962},[96],{"categories":3964},[96],{"categories":3966},[147],{"categories":3968},[150],{"categories":3970},[96],{"categories":3972},[96],{"categories":3974},[],{"categories":3976},[96],{"categories":3978},[96],{"categories":3980},[137],{"categories":3982},[96],{"categories":3984},[142],{"categories":3986},[161],{"categories":3988},[241],{"categories":3990},[],{"categories":3992},[96],{"categories":3994},[],{"categories":3996},[147],{"categories":3998},[96],{"categories":4000},[147],{"categories":4002},[],{"categories":4004},[147],{"categories":4006},[96],{"categories":4008},[161],{"categories":4010},[241],{"categories":4012},[186],{"categories":4014},[96],{"categories":4016},[186],{"categories":4018},[147],{"categories":4020},[96],{"categories":4022},[241],{"categories":4024},[96],{"categories":4026},[],{"categories":4028},[96],{"categories":4030},[175],{"categories":4032},[147],{"categories":4034},[96],{"categories":4036},[241],{"categories":4038},[186],{"categories":4040},[96],{"categories":4042},[142],{"categories":4044},[161],{"categories":4046},[96],{"categories":4048},[96],{"categories":4050},[96],{"categories":4052},[96],{"categories":4054},[96],{"categories":4056},[186],{"categories":4058},[161],{"categories":4060},[274],{"categories":4062},[],{"categories":4064},[],{"categories":4066},[164],{"categories":4068},[508],{"categories":4070},[96],{"categories":4072},[147],{"categories":4074},[96,161],{"categories":4076},[186],{"categories":4078},[96],{"categories":4080},[96],{"categories":4082},[96],{"categories":4084},[96],{"categories":4086},[96],{"categories":4088},[96],{"categories":4090},[96],{"categories":4092},[147],{"categories":4094},[96],{"categories":4096},[96],{"categories":4098},[147],{"categories":4100},[96],{"categories":4102},[96],{"categories":4104},[96],{"categories":4106},[],{"categories":4108},[96],{"categories":4110},[1346],{"categories":4112},[161],{"categories":4114},[241],{"categories":4116},[96],{"categories":4118},[96],{"categories":4120},[96],{"categories":4122},[96],{"categories":4124},[164],{"categories":4126},[147],{"categories":4128},[274],{"categories":4130},[317],{"categories":4132},[],{"categories":4134},[161],{"categories":4136},[96],{"categories":4138},[142],{"categories":4140},[147],{"categories":4142},[96],{"categories":4144},[137],{"categories":4146},[147],{"categories":4148},[96],{"categories":4150},[147],{"categories":4152},[147],{"categories":4154},[150],{"categories":4156},[161],{"categories":4158},[96],{"categories":4160},[96],{"categories":4162},[],{"categories":4164},[],{"categories":4166},[],{"categories":4168},[317],{"categories":4170},[96],{"categories":4172},[186],{"categories":4174},[96],{"categories":4176},[96],{"categories":4178},[96],{"categories":4180},[96],{"categories":4182},[161],{"categories":4184},[96],{"categories":4186},[],{"categories":4188},[96],{"categories":4190},[164],{"categories":4192},[142],{"categories":4194},[147],{"categories":4196},[96],{"categories":4198},[],{"categories":4200},[96],{"categories":4202},[147],{"categories":4204},[161],{"categories":4206},[96],{"categories":4208},[96],{"categories":4210},[96],{"categories":4212},[317],{"categories":4214},[],{"categories":4216},[241],{"categories":4218},[241],{"categories":4220},[96],{"categories":4222},[147],{"categories":4224},[],{"categories":4226},[161],{"categories":4228},[96],{"categories":4230},[241],{"categories":4232},[96],{"categories":4234},[142],{"categories":4236},[147],{"categories":4238},[96],{"categories":4240},[],{"categories":4242},[186],{"categories":4244},[96],{"categories":4246},[96],{"categories":4248},[96],{"categories":4250},[96],{"categories":4252},[96],{"categories":4254},[241],{"categories":4256},[147],{"categories":4258},[186],{"categories":4260},[],{"categories":4262},[147],{"categories":4264},[96],{"categories":4266},[142],{"categories":4268},[147],{"categories":4270},[241],{"categories":4272},[96],{"categories":4274},[96],{"categories":4276},[96],{"categories":4278},[508],{"categories":4280},[96],{"categories":4282},[147],{"categories":4284},[],{"categories":4286},[96],{"categories":4288},[96],{"categories":4290},[317],{"categories":4292},[186],{"categories":4294},[164],{"categories":4296},[623],{"categories":4298},[164],{"categories":4300},[164],{"categories":4302},[96],{"categories":4304},[],{"categories":4306},[],{"categories":4308},[],{"categories":4310},[147],{"categories":4312},[96],{"categories":4314},[96],{"categories":4316},[147],{"categories":4318},[147],{"categories":4320},[161],{"categories":4322},[96],{"categories":4324},[479],{"categories":4326},[161],{"categories":4328},[96],{"categories":4330},[147],{"categories":4332},[96],{"categories":4334},[96],{"categories":4336},[96],{"categories":4338},[142],{"categories":4340},[96],{"categories":4342},[96],{"categories":4344},[96],{"categories":4346},[96],{"categories":4348},[147],{"categories":4350},[150],{"categories":4352},[96],{"categories":4354},[],{"categories":4356},[],{"categories":4358},[96],{"categories":4360},[],{"categories":4362},[96],{"categories":4364},[147],{"categories":4366},[241],{"categories":4368},[96],{"categories":4370},[96],{"categories":4372},[147],{"categories":4374},[],{"categories":4376},[147],{"categories":4378},[96],{"categories":4380},[96],{"categories":4382},[150],{"categories":4384},[96],{"categories":4386},[241],{"categories":4388},[96],{"categories":4390},[147],{"categories":4392},[142],{"categories":4394},[96],{"categories":4396},[96],{"categories":4398},[96],{"categories":4400},[274],{"categories":4402},[147],{"categories":4404},[96],{"categories":4406},[96],{"categories":4408},[96],{"categories":4410},[959],{"categories":4412},[96],{"categories":4414},[147],{"categories":4416},[96],{"categories":4418},[161],{"categories":4420},[96],{"categories":4422},[577],{"categories":4424},[241],{"categories":4426},[],{"categories":4428},[96],{"categories":4430},[96],{"categories":4432},[186],{"categories":4434},[508],{"categories":4436},[147],{"categories":4438},[96],{"categories":4440},[],{"categories":4442},[186],{"categories":4444},[423],{"categories":4446},[147],{"categories":4448},[147],{"categories":4450},[147],{"categories":4452},[96],{"categories":4454},[96],{"categories":4456},[147],{"categories":4458},[96],{"categories":4460},[],{"categories":4462},[142],{"categories":4464},[96],{"categories":4466},[241],{"categories":4468},[142],{"categories":4470},[147],{"categories":4472},[161],{"categories":4474},[],{"categories":4476},[161],{"categories":4478},[96],{"categories":4480},[96],{"categories":4482},[137],{"categories":4484},[96],{"categories":4486},[186],{"categories":4488},[317],{"categories":4490},[175],{"categories":4492},[147],{"categories":4494},[147],{"categories":4496},[96],{"categories":4498},[96],{"categories":4500},[147],{"categories":4502},[96],{"categories":4504},[137],{"categories":4506},[],{"categories":4508},[147],{"categories":4510},[96],{"categories":4512},[96],{"categories":4514},[96],{"categories":4516},[147],{"categories":4518},[96],{"categories":4520},[],{"categories":4522},[96],{"categories":4524},[],{"categories":4526},[241],{"categories":4528},[147],{"categories":4530},[147],{"categories":4532},[96,142],{"categories":4534},[147],{"categories":4536},[96],{"categories":4538},[],{"categories":4540},[137],{"categories":4542},[164],{"categories":4544},[142],{"categories":4546},[147],{"categories":4548},[96],{"categories":4550},[161],{"categories":4552},[96],{"categories":4554},[96],{"categories":4556},[147],{"categories":4558},[96],{"categories":4560},[96],{"categories":4562},[96],{"categories":4564},[186],{"categories":4566},[1346],{"categories":4568},[147],{"categories":4570},[96],{"categories":4572},[],{"categories":4574},[],{"categories":4576},[96],{"categories":4578},[147],{"categories":4580},[96],{"categories":4582},[96],{"categories":4584},[317],{"categories":4586},[],{"categories":4588},[96],{"categories":4590},[147],{"categories":4592},[175],{"categories":4594},[147],{"categories":4596},[96],{"categories":4598},[508],{"categories":4600},[],{"categories":4602},[446],{"categories":4604},[96],{"categories":4606},[147],{"categories":4608},[96],{"categories":4610},[96],{"categories":4612},[96],{"categories":4614},[274],{"categories":4616},[96],{"categories":4618},[147],{"categories":4620},[96],{"categories":4622},[164],{"categories":4624},[150],{"categories":4626},[147],{"categories":4628},[96],{"categories":4630},[508],{"categories":4632},[96],{"categories":4634},[317],{"categories":4636},[142],{"categories":4638},[],{"categories":4640},[96],{"categories":4642},[96],{"categories":4644},[274],{"categories":4646},[241],{"categories":4648},[96],{"categories":4650},[96],{"categories":4652},[96],{"categories":4654},[],{"categories":4656},[274],{"categories":4658},[186],{"categories":4660},[96],{"categories":4662},[96],{"categories":4664},[96],{"categories":4666},[623],{"categories":4668},[137],{"categories":4670},[96],{"categories":4672},[150],{"categories":4674},[96],{"categories":4676},[96],{"categories":4678},[],{"categories":4680},[],{"categories":4682},[241],{"categories":4684},[96],{"categories":4686},[96],{"categories":4688},[164],{"categories":4690},[274],{"categories":4692},[147],{"categories":4694},[96],{"categories":4696},[96],{"categories":4698},[274],{"categories":4700},[142],{"categories":4702},[186],{"categories":4704},[96],{"categories":4706},[],{"categories":4708},[96],{"categories":4710},[96],{"categories":4712},[],{"categories":4714},[96],{"categories":4716},[96],{"categories":4718},[650],{"categories":4720},[96],{"categories":4722},[96],{"categories":4724},[147],{"categories":4726},[161],{"categories":4728},[508],{"categories":4730},[96],{"categories":4732},[142],{"categories":4734},[96],{"categories":4736},[96],{"categories":4738},[],{"categories":4740},[96,161],{"categories":4742},[186],{"categories":4744},[147],{"categories":4746},[161],{"categories":4748},[147],{"categories":4750},[999],{"categories":4752},[161],{"categories":4754},[161],{"categories":4756},[147],{"categories":4758},[96],{"categories":4760},[137],{"categories":4762},[96],{"categories":4764},[],{"categories":4766},[],{"categories":4768},[147],{"categories":4770},[96],{"categories":4772},[161],{"categories":4774},[147],{"categories":4776},[96],{"categories":4778},[137],{"categories":4780},[161],{"categories":4782},[161],{"categories":4784},[96],{"categories":4786},[274],{"categories":4788},[96],{"categories":4790},[96],{"categories":4792},[161],{"categories":4794},[96],{"categories":4796},[],{"categories":4798},[96],{"categories":4800},[96],{"categories":4802},[241,96],{"categories":4804},[317],{"categories":4806},[137],{"categories":4808},[96],{"categories":4810},[],{"categories":4812},[96],{"categories":4814},[96],{"categories":4816},[142],{"categories":4818},[96],{"categories":4820},[142],{"categories":4822},[96],{"categories":4824},[96],{"categories":4826},[423],{"categories":4828},[96],{"categories":4830},[142],{"categories":4832},[161],{"categories":4834},[164],{"categories":4836},[147],{"categories":4838},[96],{"categories":4840},[161],{"categories":4842},[96],{"categories":4844},[96],{"categories":4846},[186],{"categories":4848},[96],{"categories":4850},[274],{"categories":4852},[241],{"categories":4854},[96],{"categories":4856},[96],{"categories":4858},[150],{"categories":4860},[96],{"categories":4862},[96],{"categories":4864},[137],{"categories":4866},[96],{"categories":4868},[147],{"categories":4870},[147],{"categories":4872},[161],{"categories":4874},[96],{"categories":4876},[186],{"categories":4878},[161],{"categories":4880},[161],{"categories":4882},[96],{"categories":4884},[96],{"categories":4886},[],{"categories":4888},[],{"categories":4890},[164],{"categories":4892},[96],{"categories":4894},[161],{"categories":4896},[96],{"categories":4898},[241],{"categories":4900},[508],{"categories":4902},[446],{"categories":4904},[423],{"categories":4906},[96],{"categories":4908},[96],{"categories":4910},[161],{"categories":4912},[96],{"categories":4914},[164],{"categories":4916},[96],{"categories":4918},[96],{"categories":4920},[96],{"categories":4922},[96],{"categories":4924},[96],{"categories":4926},[96],{"categories":4928},[96],{"categories":4930},[147],{"categories":4932},[137],{"categories":4934},[150],{"categories":4936},[147],{"categories":4938},[96,142],{"categories":4940},[],{"categories":4942},[241],{"categories":4944},[],{"categories":4946},[150],{"categories":4948},[96],{"categories":4950},[186],{"categories":4952},[137],{"categories":4954},[96],{"categories":4956},[137],{"categories":4958},[147],{"categories":4960},[164],{"categories":4962},[147],{"categories":4964},[142],{"categories":4966},[150],{"categories":4968},[96],{"categories":4970},[147],{"categories":4972},[96],{"categories":4974},[150],{"categories":4976},[96],{"categories":4978},[96],{"categories":4980},[142],{"categories":4982},[147],{"categories":4984},[161],{"categories":4986},[274],{"categories":4988},[96],{"categories":4990},[96],{"categories":4992},[],{"categories":4994},[186],{"categories":4996},[96],{"categories":4998},[96],{"categories":5000},[96],{"categories":5002},[96],{"categories":5004},[96],{"categories":5006},[96],{"categories":5008},[161],{"categories":5010},[186],{"categories":5012},[161],{"categories":5014},[161],{"categories":5016},[96],{"categories":5018},[96],{"categories":5020},[96],{"categories":5022},[96],{"categories":5024},[446],{"categories":5026},[96],{"categories":5028},[147],{"categories":5030},[147],{"categories":5032},[186],{"categories":5034},[96],{"categories":5036},[96],{"categories":5038},[96],{"categories":5040},[147],{"categories":5042},[96],{"categories":5044},[96],{"categories":5046},[96],{"categories":5048},[3491],{"categories":5050},[5051],"Clinical AI",{"categories":5053},[241],{"categories":5055},[96],{"categories":5057},[96],{"categories":5059},[96],{"categories":5061},[96],{"categories":5063},[317],{"categories":5065},[2776],{"categories":5067},[96],{"categories":5069},[150],{"categories":5071},[241],{"categories":5073},[96],{"categories":5075},[147],{"categories":5077},[96],{"categories":5079},[96],{"categories":5081},[186],{"categories":5083},[96],{"categories":5085},[147],{"categories":5087},[161],{"categories":5089},[274],{"categories":5091},[96],{"categories":5093},[96],{"categories":5095},[142],{"categories":5097},[96],{"categories":5099},[96],{"categories":5101},[577],{"categories":5103},[96],{"categories":5105},[],{"categories":5107},[147],{"categories":5109},[96],{"categories":5111},[161],{"categories":5113},[137],{"categories":5115},[96],{"categories":5117},[],{"categories":5119},[],{"categories":5121},[96],{"categories":5123},[],{"categories":5125},[142],{"categories":5127},[96],{"categories":5129},[96],{"categories":5131},[147],{"categories":5133},[147],{"categories":5135},[96],{"categories":5137},[186],{"categories":5139},[186],{"categories":5141},[186],{"categories":5143},[186],{"categories":5145},[],{"categories":5147},[137],{"categories":5149},[147],{"categories":5151},[186],{"categories":5153},[96],{"categories":5155},[650],{"categories":5157},[150],{"categories":5159},[147],{"categories":5161},[96],{"categories":5163},[137],{"categories":5165},[96],{"categories":5167},[147],{"categories":5169},[96],{"categories":5171},[96],{"categories":5173},[96],{"categories":5175},[96],{"categories":5177},[96],{"categories":5179},[96,147],{"categories":5181},[147],{"categories":5183},[317],{"categories":5185},[186],{"categories":5187},[147],{"categories":5189},[186],{"categories":5191},[147],{"categories":5193},[96],{"categories":5195},[],{"categories":5197},[186],{"categories":5199},[274],{"categories":5201},[137],{"categories":5203},[96],{"categories":5205},[96],{"categories":5207},[],{"categories":5209},[161],{"categories":5211},[],{"categories":5213},[137],{"categories":5215},[147],{"categories":5217},[186],{"categories":5219},[96],{"categories":5221},[186],{"categories":5223},[137],{"categories":5225},[186],{"categories":5227},[186],{"categories":5229},[],{"categories":5231},[142],{"categories":5233},[147],{"categories":5235},[186],{"categories":5237},[186],{"categories":5239},[186],{"categories":5241},[186],{"categories":5243},[186],{"categories":5245},[186],{"categories":5247},[186],{"categories":5249},[186],{"categories":5251},[186],{"categories":5253},[186],{"categories":5255},[164],{"categories":5257},[137],{"categories":5259},[96],{"categories":5261},[96],{"categories":5263},[147],{"categories":5265},[147],{"categories":5267},[],{"categories":5269},[96],{"categories":5271},[96,137],{"categories":5273},[],{"categories":5275},[147],{"categories":5277},[96],{"categories":5279},[186],{"categories":5281},[147],{"categories":5283},[147],{"categories":5285},[999],{"categories":5287},[96],{"categories":5289},[96],{"categories":5291},[96],{"categories":5293},[96],{"categories":5295},[150],{"categories":5297},[96],{"categories":5299},[96],{"categories":5301},[423],{"categories":5303},[96],{"categories":5305},[96],{"categories":5307},[147],{"categories":5309},[96],{"categories":5311},[96],{"categories":5313},[96],{"categories":5315},[96],{"categories":5317},[142],{"categories":5319},[150],{"categories":5321},[147],{"categories":5323},[147],{"categories":5325},[],{"categories":5327},[147],{"categories":5329},[241],{"categories":5331},[186],{"categories":5333},[96],{"categories":5335},[],{"categories":5337},[96],{"categories":5339},[150],{"categories":5341},[],{"categories":5343},[161],{"categories":5345},[96],{"categories":5347},[147],{"categories":5349},[241],{"categories":5351},[96],{"categories":5353},[96],{"categories":5355},[],{"categories":5357},[96],{"categories":5359},[96],{"categories":5361},[],{"categories":5363},[274],{"categories":5365},[96],{"categories":5367},[147],{"categories":5369},[],{"categories":5371},[],{"categories":5373},[186],{"categories":5375},[137],{"categories":5377},[96],{"categories":5379},[96],{"categories":5381},[142],{"categories":5383},[96],{"categories":5385},[96],{"categories":5387},[147],{"categories":5389},[96],{"categories":5391},[142],{"categories":5393},[142],{"categories":5395},[241],{"categories":5397},[],{"categories":5399},[96],{"categories":5401},[186],{"categories":5403},[],{"categories":5405},[96],{"categories":5407},[96],{"categories":5409},[241],{"categories":5411},[96],{"categories":5413},[96],{"categories":5415},[274],{"categories":5417},[96],{"categories":5419},[317],{"categories":5421},[],{"categories":5423},[147],{"categories":5425},[96],{"categories":5427},[274],{"categories":5429},[161],{"categories":5431},[],{"categories":5433},[96],{"categories":5435},[],{"categories":5437},[147],{"categories":5439},[241],{"categories":5441},[161],{"categories":5443},[],{"categories":5445},[3491],{"categories":5447},[142],{"categories":5449},[137],{"categories":5451},[96],{"categories":5453},[147],{"categories":5455},[164],{"categories":5457},[147],{"categories":5459},[96],{"categories":5461},[241],{"categories":5463},[96],{"categories":5465},[96],{"categories":5467},[161],{"categories":5469},[],{"categories":5471},[],{"categories":5473},[96],{"categories":5475},[137],{"categories":5477},[96],{"categories":5479},[274],{"categories":5481},[],{"categories":5483},[147],{"categories":5485},[147],{"categories":5487},[96],{"categories":5489},[147],{"categories":5491},[96],{"categories":5493},[186],{"categories":5495},[96],{"categories":5497},[161],{"categories":5499},[96],{"categories":5501},[147],{"categories":5503},[150],{"categories":5505},[96],{"categories":5507},[96],{"categories":5509},[96],{"categories":5511},[96],{"categories":5513},[147],{"categories":5515},[96],{"categories":5517},[150],{"categories":5519},[274],{"categories":5521},[186],{"categories":5523},[],{"categories":5525},[274],{"categories":5527},[96],{"categories":5529},[],{"categories":5531},[161],{"categories":5533},[147],{"categories":5535},[],{"categories":5537},[96],{"categories":5539},[96],{"categories":5541},[96],{"categories":5543},[96],{"categories":5545},[96],{"categories":5547},[147],{"categories":5549},[142],{"categories":5551},[137],{"categories":5553},[96],{"categories":5555},[96],{"categories":5557},[147],{"categories":5559},[96],{"categories":5561},[241],{"categories":5563},[161],{"categories":5565},[161],{"categories":5567},[96],{"categories":5569},[164],{"categories":5571},[147],{"categories":5573},[96],{"categories":5575},[96],{"categories":5577},[147],{"categories":5579},[96],{"categories":5581},[96],{"categories":5583},[96],{"categories":5585},[147],{"categories":5587},[142],{"categories":5589},[96],{"categories":5591},[241],{"categories":5593},[161],{"categories":5595},[147],{"categories":5597},[96],{"categories":5599},[150],{"categories":5601},[96],{"categories":5603},[150],{"categories":5605},[147],{"categories":5607},[96],{"categories":5609},[96],{"categories":5611},[186],{"categories":5613},[96],{"categories":5615},[],{"categories":5617},[137],{"categories":5619},[96],{"categories":5621},[96],{"categories":5623},[96],{"categories":5625},[161],{"categories":5627},[161],{"categories":5629},[96],{"categories":5631},[161],{"categories":5633},[96],{"categories":5635},[147],{"categories":5637},[96],{"categories":5639},[96],{"categories":5641},[96],{"categories":5643},[96],{"categories":5645},[96],{"categories":5647},[],{"categories":5649},[96],{"categories":5651},[241],{"categories":5653},[147],{"categories":5655},[142],{"categories":5657},[186],{"categories":5659},[96],{"categories":5661},[147],{"categories":5663},[96],{"categories":5665},[147],{"categories":5667},[96],{"categories":5669},[96],{"categories":5671},[241],{"categories":5673},[147],{"categories":5675},[96],{"categories":5677},[274],{"categories":5679},[142],{"categories":5681},[96],{"categories":5683},[164],{"categories":5685},[96],{"categories":5687},[96],{"categories":5689},[186],{"categories":5691},[96],{"categories":5693},[96],{"categories":5695},[96],{"categories":5697},[96],{"categories":5699},[147],{"categories":5701},[317],{"categories":5703},[96],{"categories":5705},[161],{"categories":5707},[147],{"categories":5709},[164],{"categories":5711},[],{"categories":5713},[147],{"categories":5715},[161],{"categories":5717},[96],{"categories":5719},[96],{"categories":5721},[96],{"categories":5723},[2598],{"categories":5725},[96],{"categories":5727},[241],{"categories":5729},[352],{"categories":5731},[96],{"categories":5733},[96],{"categories":5735},[96],{"categories":5737},[96],{"categories":5739},[96],{"categories":5741},[137],{"categories":5743},[147],{"categories":5745},[96],{"categories":5747},[96],{"categories":5749},[161],{"categories":5751},[142],{"categories":5753},[96],{"categories":5755},[96],{"categories":5757},[161],{"categories":5759},[96],{"categories":5761},[],{"categories":5763},[147],{"categories":5765},[147],{"categories":5767},[96],{"categories":5769},[96],{"categories":5771},[96],{"categories":5773},[164],{"categories":5775},[],{"categories":5777},[186],{"categories":5779},[],{"categories":5781},[186],{"categories":5783},[96],{"categories":5785},[96],{"categories":5787},[96],{"categories":5789},[147],{"categories":5791},[96],{"categories":5793},[147],{"categories":5795},[147],{"categories":5797},[],{"categories":5799},[96],{"categories":5801},[186],{"categories":5803},[96],{"categories":5805},[],{"categories":5807},[96],{"categories":5809},[96],{"categories":5811},[],{"categories":5813},[96],{"categories":5815},[96],{"categories":5817},[241],{"categories":5819},[161],{"categories":5821},[147],{"categories":5823},[96],{"categories":5825},[96],{"categories":5827},[96],{"categories":5829},[96],{"categories":5831},[96],{"categories":5833},[274],{"categories":5835},[96],{"categories":5837},[96],{"categories":5839},[96],{"categories":5841},[137],{"categories":5843},[96],{"categories":5845},[96],{"categories":5847},[],{"categories":5849},[96],{"categories":5851},[96],{"categories":5853},[96],{"categories":5855},[],{"categories":5857},[147],{"categories":5859},[137],{"categories":5861},[96],{"categories":5863},[96],{"categories":5865},[96],{"categories":5867},[96],{"categories":5869},[186],{"categories":5871},[96],{"categories":5873},[161],{"categories":5875},[150],{"categories":5877},[147],{"categories":5879},[508],{"categories":5881},[96],{"categories":5883},[96],{"categories":5885},[96],{"categories":5887},[96],{"categories":5889},[161],{"categories":5891},[186],{"categories":5893},[241],{"categories":5895},[96],{"categories":5897},[96],{"categories":5899},[96],{"categories":5901},[96],{"categories":5903},[96],{"categories":5905},[96],{"categories":5907},[186],{"categories":5909},[96],{"categories":5911},[241],{"categories":5913},[96],{"categories":5915},[96],{"categories":5917},[186],{"categories":5919},[241],{"categories":5921},[96],{"categories":5923},[186],{"categories":5925},[96],{"categories":5927},[147],{"categories":5929},[147],{"categories":5931},[147],{"categories":5933},[96],{"categories":5935},[161],{"categories":5937},[186],{"categories":5939},[147],{"categories":5941},[147],{"categories":5943},[96],{"categories":5945},[161],{"categories":5947},[241],{"categories":5949},[96],{"categories":5951},[96],{"categories":5953},[147],{"categories":5955},[96],{"categories":5957},[],{"categories":5959},[147],{"categories":5961},[],{"categories":5963},[96],{"categories":5965},[96],{"categories":5967},[],{"categories":5969},[],{"categories":5971},[147],{"categories":5973},[142],{"categories":5975},[147],{"categories":5977},[5978],"Liability & Ethics",{"categories":5980},[96],{"categories":5982},[96],{"categories":5984},[96],{"categories":5986},[147],{"categories":5988},[137],{"categories":5990},[147],{"categories":5992},[142],{"categories":5994},[274],{"categories":5996},[96],{"categories":5998},[147],{"categories":6000},[96],{"categories":6002},[96],{"categories":6004},[96],{"categories":6006},[],{"categories":6008},[623],{"categories":6010},[147],{"categories":6012},[],{"categories":6014},[96],{"categories":6016},[137],{"categories":6018},[147],{"categories":6020},[96],{"categories":6022},[],{"categories":6024},[147],{"categories":6026},[96],{"categories":6028},[96],{"categories":6030},[161],{"categories":6032},[96],{"categories":6034},[186],{"categories":6036},[96],{"categories":6038},[96],{"categories":6040},[150],{"categories":6042},[96],{"categories":6044},[147],{"categories":6046},[96],{"categories":6048},[96],{"categories":6050},[96],{"categories":6052},[186],{"categories":6054},[147],{"categories":6056},[161],{"categories":6058},[241],{"categories":6060},[137],{"categories":6062},[96],{"categories":6064},[96],{"categories":6066},[96],{"categories":6068},[],{"categories":6070},[147],{"categories":6072},[147],{"categories":6074},[147],{"categories":6076},[508],{"categories":6078},[147],{"categories":6080},[241],{"categories":6082},[147],{"categories":6084},[317],{"categories":6086},[161],{"categories":6088},[186],{"categories":6090},[96],{"categories":6092},[241],{"categories":6094},[96],{"categories":6096},[137],{"categories":6098},[],{"categories":6100},[96],{"categories":6102},[147],{"categories":6104},[96],{"categories":6106},[96],{"categories":6108},[96],{"categories":6110},[96],{"categories":6112},[147],{"categories":6114},[96],{"categories":6116},[96],{"categories":6118},[241],{"categories":6120},[147],{"categories":6122},[],{"categories":6124},[147],{"categories":6126},[150],{"categories":6128},[96],{"categories":6130},[186],{"categories":6132},[147],{"categories":6134},[142],{"categories":6136},[],{"categories":6138},[96],{"categories":6140},[96],{"categories":6142},[150],{"categories":6144},[96],{"categories":6146},[147],{"categories":6148},[186],{"categories":6150},[137],{"categories":6152},[317],{"categories":6154},[96],{"categories":6156},[96],{"categories":6158},[96],{"categories":6160},[186],{"categories":6162},[142],{"categories":6164},[96],{"categories":6166},[241],{"categories":6168},[186],{"categories":6170},[317],{"categories":6172},[96],{"categories":6174},[147],{"categories":6176},[],{"categories":6178},[577],{"categories":6180},[],{"categories":6182},[96],{"categories":6184},[317],{"categories":6186},[96],{"categories":6188},[164],{"categories":6190},[96],{"categories":6192},[147],{"categories":6194},[147],{"categories":6196},[6197],"Design News & Tools",{"categories":6199},[96],{"categories":6201},[96],{"categories":6203},[186],{"categories":6205},[96],{"categories":6207},[96],{"categories":6209},[96],{"categories":6211},[137],{"categories":6213},[147],{"categories":6215},[96],{"categories":6217},[241],{"categories":6219},[147],{"categories":6221},[147],{"categories":6223},[241],{"categories":6225},[96],{"categories":6227},[96],{"categories":6229},[96],{"categories":6231},[508],{"categories":6233},[147],{"categories":6235},[96],{"categories":6237},[147],{"categories":6239},[96],{"categories":6241},[96],{"categories":6243},[508],{"categories":6245},[96],{"categories":6247},[274],{"categories":6249},[96],{"categories":6251},[147],{"categories":6253},[147],{"categories":6255},[],{"categories":6257},[96],{"categories":6259},[96],{"categories":6261},[96],{"categories":6263},[186],{"categories":6265},[96],{"categories":6267},[137],{"categories":6269},[],{"categories":6271},[96],{"categories":6273},[96],{"categories":6275},[96],{"categories":6277},[161],{"categories":6279},[650],{"categories":6281},[161],{"categories":6283},[241],{"categories":6285},[96],{"categories":6287},[96,147],{"categories":6289},[274,142],{"categories":6291},[161],{"categories":6293},[96],{"categories":6295},[96],{"categories":6297},[96],{"categories":6299},[96],{"categories":6301},[],{"categories":6303},[161],{"categories":6305},[147],{"categories":6307},[96],{"categories":6309},[96],{"categories":6311},[],{"categories":6313},[96],{"categories":6315},[161],{"categories":6317},[96],{"categories":6319},[161],{"categories":6321},[96],{"categories":6323},[],{"categories":6325},[147],{"categories":6327},[96],{"categories":6329},[142],{"categories":6331},[96],{"categories":6333},[186],{"categories":6335},[96],{"categories":6337},[],{"categories":6339},[96],{"categories":6341},[147],{"categories":6343},[96],{"categories":6345},[],{"categories":6347},[241],{"categories":6349},[96],{"categories":6351},[96],{"categories":6353},[147],{"categories":6355},[96],{"categories":6357},[96],{"categories":6359},[96],{"categories":6361},[137],{"categories":6363},[96],{"categories":6365},[147],{"categories":6367},[96],{"categories":6369},[],{"categories":6371},[96],{"categories":6373},[317],{"categories":6375},[274],{"categories":6377},[142],{"categories":6379},[142],{"categories":6381},[96],{"categories":6383},[137],{"categories":6385},[137],{"categories":6387},[96],{"categories":6389},[147],{"categories":6391},[96],{"categories":6393},[96],{"categories":6395},[96],{"categories":6397},[96],{"categories":6399},[161],{"categories":6401},[96],{"categories":6403},[137],{"categories":6405},[96],{"categories":6407},[96],{"categories":6409},[147],{"categories":6411},[96],{"categories":6413},[274],{"categories":6415},[96],{"categories":6417},[186],{"categories":6419},[96],{"categories":6421},[96],{"categories":6423},[147],{"categories":6425},[150],{"categories":6427},[96],{"categories":6429},[147],{"categories":6431},[96],{"categories":6433},[147],{"categories":6435},[],{"categories":6437},[161],{"categories":6439},[],{"categories":6441},[161],{"categories":6443},[147],{"categories":6445},[137],{"categories":6447},[96],{"categories":6449},[],{"categories":6451},[164],{"categories":6453},[317],{"categories":6455},[96],{"categories":6457},[161],{"categories":6459},[96],{"categories":6461},[],{"categories":6463},[186],{"categories":6465},[147],{"categories":6467},[161],{"categories":6469},[241],{"categories":6471},[142],{"categories":6473},[96],{"categories":6475},[96],{"categories":6477},[147],{"categories":6479},[161],{"categories":6481},[147],{"categories":6483},[186],{"categories":6485},[96],{"categories":6487},[150],{"categories":6489},[137],{"categories":6491},[150],{"categories":6493},[186],{"categories":6495},[96],{"categories":6497},[96],{"categories":6499},[161],{"categories":6501},[96],{"categories":6503},[241],{"categories":6505},[142],{"categories":6507},[96],{"categories":6509},[96],{"categories":6511},[96],{"categories":6513},[96],{"categories":6515},[96],{"categories":6517},[96],{"categories":6519},[147],{"categories":6521},[96],{"categories":6523},[96],{"categories":6525},[147],{"categories":6527},[96],{"categories":6529},[96],{"categories":6531},[137],{"categories":6533},[96],{"categories":6535},[147],{"categories":6537},[147],{"categories":6539},[241],{"categories":6541},[147],{"categories":6543},[96],{"categories":6545},[147],{"categories":6547},[96],{"categories":6549},[137],{"categories":6551},[147],{"categories":6553},[241],{"categories":6555},[],{"categories":6557},[96],{"categories":6559},[164],{"categories":6561},[508],{"categories":6563},[96],{"categories":6565},[147],{"categories":6567},[96],{"categories":6569},[96],{"categories":6571},[161],{"categories":6573},[96],{"categories":6575},[],{"categories":6577},[96],{"categories":6579},[147],{"categories":6581},[142],{"categories":6583},[96],{"categories":6585},[274],{"categories":6587},[241],{"categories":6589},[96],{"categories":6591},[161],{"categories":6593},[96],{"categories":6595},[96],{"categories":6597},[186],{"categories":6599},[147],{"categories":6601},[96],{"categories":6603},[274],{"categories":6605},[147],{"categories":6607},[142],{"categories":6609},[142],{"categories":6611},[96],{"categories":6613},[96],{"categories":6615},[96],{"categories":6617},[96],{"categories":6619},[96],{"categories":6621},[96],{"categories":6623},[137],{"categories":6625},[96],{"categories":6627},[],{"categories":6629},[96],{"categories":6631},[96],{"categories":6633},[147],{"categories":6635},[96],{"categories":6637},[147],{"categories":6639},[96],{"categories":6641},[96],{"categories":6643},[96],{"categories":6645},[96],{"categories":6647},[96],{"categories":6649},[96],{"categories":6651},[161],{"categories":6653},[],{"categories":6655},[137],{"categories":6657},[96],{"categories":6659},[96],{"categories":6661},[147],{"categories":6663},[147],{"categories":6665},[],{"categories":6667},[161],{"categories":6669},[161],{"categories":6671},[96],{"categories":6673},[274],{"categories":6675},[142],{"categories":6677},[241],{"categories":6679},[96],{"categories":6681},[],{"categories":6683},[96],{"categories":6685},[147],{"categories":6687},[137],{"categories":6689},[96],{"categories":6691},[96],{"categories":6693},[161],{"categories":6695},[137],{"categories":6697},[96],{"categories":6699},[96],{"categories":6701},[186],{"categories":6703},[164],{"categories":6705},[96],{"categories":6707},[186],{"categories":6709},[96],{"categories":6711},[147],{"categories":6713},[96],{"categories":6715},[96],{"categories":6717},[],{"categories":6719},[186],{"categories":6721},[147],{"categories":6723},[241],{"categories":6725},[164],{"categories":6727},[96],{"categories":6729},[96],{"categories":6731},[96],{"categories":6733},[],{"categories":6735},[147],{"categories":6737},[147],{"categories":6739},[147],{"categories":6741},[3491],{"categories":6743},[186],{"categories":6745},[96],{"categories":6747},[161],{"categories":6749},[96],{"categories":6751},[96],{"categories":6753},[96],{"categories":6755},[96],{"categories":6757},[96],{"categories":6759},[147],{"categories":6761},[96],{"categories":6763},[142],{"categories":6765},[96],{"categories":6767},[137],{"categories":6769},[1986],{"categories":6771},[317],{"categories":6773},[137],{"categories":6775},[],{"categories":6777},[150],{"categories":6779},[96],{"categories":6781},[],{"categories":6783},[96],{"categories":6785},[186],{"categories":6787},[147],{"categories":6789},[241],{"categories":6791},[96],{"categories":6793},[147],{"categories":6795},[96],{"categories":6797},[96],{"categories":6799},[96],{"categories":6801},[96],{"categories":6803},[186],{"categories":6805},[],{"categories":6807},[96],{"categories":6809},[147],{"categories":6811},[96],{"categories":6813},[147],{"categories":6815},[147],{"categories":6817},[],{"categories":6819},[96],{"categories":6821},[],{"categories":6823},[186],{"categories":6825},[137],{"categories":6827},[96],{"categories":6829},[241],{"categories":6831},[96],{"categories":6833},[147],{"categories":6835},[186],{"categories":6837},[96],{"categories":6839},[186],{"categories":6841},[],{"categories":6843},[186],{"categories":6845},[96],{"categories":6847},[137],{"categories":6849},[147],{"categories":6851},[508],{"categories":6853},[96],{"categories":6855},[147],{"categories":6857},[96],{"categories":6859},[],{"categories":6861},[161],{"categories":6863},[147],{"categories":6865},[150],{"categories":6867},[147],{"categories":6869},[96],{"categories":6871},[137],{"categories":6873},[96],{"categories":6875},[96],{"categories":6877},[],{"categories":6879},[],{"categories":6881},[],{"categories":6883},[241],{"categories":6885},[96],{"categories":6887},[147],{"categories":6889},[96],{"categories":6891},[96],{"categories":6893},[],{"categories":6895},[],{"categories":6897},[],{"categories":6899},[96],{"categories":6901},[147],{"categories":6903},[241],{"categories":6905},[96],{"categories":6907},[],{"categories":6909},[147],{"categories":6911},[96],{"categories":6913},[96],{"categories":6915},[137],{"categories":6917},[],{"categories":6919},[],{"categories":6921},[96],{"categories":6923},[96],{"categories":6925},[96],{"categories":6927},[147],{"categories":6929},[241],{"categories":6931},[96],{"categories":6933},[186],{"categories":6935},[],{"categories":6937},[96],{"categories":6939},[96],{"categories":6941},[274],{"categories":6943},[186],{"categories":6945},[274],{"categories":6947},[161],{"categories":6949},[164],{"categories":6951},[96],{"categories":6953},[96],{"categories":6955},[],{"categories":6957},[],{"categories":6959},[147],{"categories":6961},[],{"categories":6963},[96],{"categories":6965},[508],{"categories":6967},[96],{"categories":6969},[96],{"categories":6971},[96],{"categories":6973},[96],{"categories":6975},[],{"categories":6977},[147],{"categories":6979},[96],{"categories":6981},[96],{"categories":6983},[],{"categories":6985},[147],{"categories":6987},[147],{"categories":6989},[96],{"categories":6991},[186],{"categories":6993},[96],{"categories":6995},[274],{"categories":6997},[96],{"categories":6999},[147],{"categories":7001},[142],{"categories":7003},[150],{"categories":7005},[96],{"categories":7007},[96],{"categories":7009},[147],{"categories":7011},[164],{"categories":7013},[147],{"categories":7015},[147],{"categories":7017},[],{"categories":7019},[96],{"categories":7021},[147],{"categories":7023},[],{"categories":7025},[96],{"categories":7027},[],{"categories":7029},[186],{"categories":7031},[142],{"categories":7033},[],{"categories":7035},[96],{"categories":7037},[96],{"categories":7039},[96],{"categories":7041},[],{"categories":7043},[147],{"categories":7045},[241],{"categories":7047},[137],{"categories":7049},[96],{"categories":7051},[],{"categories":7053},[142],{"categories":7055},[274],{"categories":7057},[96],{"categories":7059},[161],{"categories":7061},[137],{"categories":7063},[164],{"categories":7065},[142],{"categories":7067},[161],{"categories":7069},[147],{"categories":7071},[161],{"categories":7073},[],{"categories":7075},[96],{"categories":7077},[150],{"categories":7079},[150],{"categories":7081},[96],{"categories":7083},[],{"categories":7085},[147],{"categories":7087},[147],{"categories":7089},[137],{"categories":7091},[241],{"categories":7093},[96],{"categories":7095},[96],{"categories":7097},[137],{"categories":7099},[147],{"categories":7101},[317],{"categories":7103},[96],{"categories":7105},[96],{"categories":7107},[96],{"categories":7109},[96],{"categories":7111},[96],{"categories":7113},[137],{"categories":7115},[96],{"categories":7117},[161],{"categories":7119},[164],{"categories":7121},[147],{"categories":7123},[],{"categories":7125},[96],{"categories":7127},[96],{"categories":7129},[96],{"categories":7131},[161],{"categories":7133},[147],{"categories":7135},[186],{"categories":7137},[161],{"categories":7139},[96],{"categories":7141},[150],{"categories":7143},[],{"categories":7145},[241],{"categories":7147},[161],{"categories":7149},[186],{"categories":7151},[96],{"categories":7153},[96],{"categories":7155},[137],{"categories":7157},[147],{"categories":7159},[96],{"categories":7161},[96],{"categories":7163},[147],{"categories":7165},[150],{"categories":7167},[96],{"categories":7169},[147],{"categories":7171},[96],{"categories":7173},[142],{"categories":7175},[96],{"categories":7177},[147],{"categories":7179},[147,317],{"categories":7181},[96],{"categories":7183},[96],{"categories":7185},[147],{"categories":7187},[161],{"categories":7189},[96],{"categories":7191},[96],{"categories":7193},[96],{"categories":7195},[164],{"categories":7197},[147],{"categories":7199},[274],{"categories":7201},[147],{"categories":7203},[142],{"categories":7205},[],{"categories":7207},[147],{"categories":7209},[96],{"categories":7211},[142],{"categories":7213},[],{"categories":7215},[],{"categories":7217},[96],{"categories":7219},[161],{"categories":7221},[96],{"categories":7223},[96],{"categories":7225},[147],{"categories":7227},[96],{"categories":7229},[164],{"categories":7231},[274],{"categories":7233},[96],{"categories":7235},[96],{"categories":7237},[96],{"categories":7239},[96],{"categories":7241},[147],{"categories":7243},[],{"categories":7245},[147],{"categories":7247},[186],{"categories":7249},[96],{"categories":7251},[147],{"categories":7253},[147],{"categories":7255},[96],{"categories":7257},[],{"categories":7259},[186],{"categories":7261},[161],{"categories":7263},[3491],{"categories":7265},[137],{"categories":7267},[161],{"categories":7269},[96],{"categories":7271},[147],{"categories":7273},[96],{"categories":7275},[96],{"categories":7277},[274],{"categories":7279},[161],{"categories":7281},[164],{"categories":7283},[],{"categories":7285},[186],{"categories":7287},[96],{"categories":7289},[96],{"categories":7291},[],{"categories":7293},[147],{"categories":7295},[96],{"categories":7297},[96],{"categories":7299},[96],{"categories":7301},[96],{"categories":7303},[147],{"categories":7305},[96],{"categories":7307},[96],{"categories":7309},[96],{"categories":7311},[96],{"categories":7313},[150],{"categories":7315},[96],{"categories":7317},[147],{"categories":7319},[96],{"categories":7321},[96],{"categories":7323},[96],{"categories":7325},[96],{"categories":7327},[96],{"categories":7329},[96],{"categories":7331},[96],{"categories":7333},[142],{"categories":7335},[],{"categories":7337},[150],{"categories":7339},[96],{"categories":7341},[186],{"categories":7343},[147],{"categories":7345},[96],{"categories":7347},[161],{"categories":7349},[],{"categories":7351},[161],{"categories":7353},[161],{"categories":7355},[147],{"categories":7357},[161],{"categories":7359},[96],{"categories":7361},[96],{"categories":7363},[96],{"categories":7365},[147],{"categories":7367},[161],{"categories":7369},[96],{"categories":7371},[96],{"categories":7373},[96],{"categories":7375},[147],{"categories":7377},[186],{"categories":7379},[96],{"categories":7381},[96],{"categories":7383},[96],{"categories":7385},[142],{"categories":7387},[96],{"categories":7389},[147],{"categories":7391},[241],{"categories":7393},[],{"categories":7395},[96],{"categories":7397},[96],{"categories":7399},[164],{"categories":7401},[96],{"categories":7403},[147],{"categories":7405},[96],{"categories":7407},[96],{"categories":7409},[],{"categories":7411},[96],{"categories":7413},[96],{"categories":7415},[186],{"categories":7417},[96],{"categories":7419},[96],{"categories":7421},[147],{"categories":7423},[274],{"categories":7425},[],{"categories":7427},[],{"categories":7429},[161],{"categories":7431},[96],{"categories":7433},[96],{"categories":7435},[150],{"categories":7437},[186],{"categories":7439},[96],{"categories":7441},[161],{"categories":7443},[186],{"categories":7445},[96],{"categories":7447},[96],{"categories":7449},[274],{"categories":7451},[164],{"categories":7453},[96],{"categories":7455},[96],{"categories":7457},[137],{"categories":7459},[147],{"categories":7461},[96],{"categories":7463},[96],{"categories":7465},[147],{"categories":7467},[142],{"categories":7469},[147],{"categories":7471},[161],{"categories":7473},[96],{"categories":7475},[142],{"categories":7477},[],{"categories":7479},[96],{"categories":7481},[164],{"categories":7483},[96],{"categories":7485},[96],{"categories":7487},[],{"categories":7489},[186],{"categories":7491},[96],{"categories":7493},[147],{"categories":7495},[164],{"categories":7497},[96],{"categories":7499},[161],{"categories":7501},[161],{"categories":7503},[161],{"categories":7505},[96],{"categories":7507},[147],{"categories":7509},[147],{"categories":7511},[96],{"categories":7513},[147],{"categories":7515},[96],{"categories":7517},[96],{"categories":7519},[241],{"categories":7521},[164],{"categories":7523},[164],{"categories":7525},[],{"categories":7527},[186],{"categories":7529},[96],{"categories":7531},[96],{"categories":7533},[161],{"categories":7535},[],{"categories":7537},[186],{"categories":7539},[186],{"categories":7541},[186],{"categories":7543},[],{"categories":7545},[147],{"categories":7547},[96],{"categories":7549},[],{"categories":7551},[137],{"categories":7553},[142],{"categories":7555},[],{"categories":7557},[96],{"categories":7559},[96],{"categories":7561},[],{"categories":7563},[161],{"categories":7565},[],{"categories":7567},[],{"categories":7569},[],{"categories":7571},[],{"categories":7573},[96],{"categories":7575},[186],{"categories":7577},[],{"categories":7579},[],{"categories":7581},[96],{"categories":7583},[96],{"categories":7585},[96],{"categories":7587},[164],{"categories":7589},[96],{"categories":7591},[164],{"categories":7593},[],{"categories":7595},[164],{"categories":7597},[164],{"categories":7599},[317],{"categories":7601},[147],{"categories":7603},[161],{"categories":7605},[],{"categories":7607},[],{"categories":7609},[164],{"categories":7611},[161],{"categories":7613},[161],{"categories":7615},[161],{"categories":7617},[],{"categories":7619},[137],{"categories":7621},[161],{"categories":7623},[161],{"categories":7625},[137],{"categories":7627},[161],{"categories":7629},[142],{"categories":7631},[161],{"categories":7633},[161],{"categories":7635},[161],{"categories":7637},[164],{"categories":7639},[186],{"categories":7641},[186],{"categories":7643},[96],{"categories":7645},[161],{"categories":7647},[164],{"categories":7649},[317],{"categories":7651},[164],{"categories":7653},[164],{"categories":7655},[164],{"categories":7657},[],{"categories":7659},[142],{"categories":7661},[],{"categories":7663},[317],{"categories":7665},[161],{"categories":7667},[161],{"categories":7669},[161],{"categories":7671},[147],{"categories":7673},[186,142],{"categories":7675},[164],{"categories":7677},[],{"categories":7679},[],{"categories":7681},[164],{"categories":7683},[],{"categories":7685},[164],{"categories":7687},[186],{"categories":7689},[147],{"categories":7691},[],{"categories":7693},[161],{"categories":7695},[96],{"categories":7697},[241],{"categories":7699},[],{"categories":7701},[96],{"categories":7703},[],{"categories":7705},[186],{"categories":7707},[137],{"categories":7709},[164],{"categories":7711},[],{"categories":7713},[161],{"categories":7715},[186],[7717,7793,7964,8036],{"id":7718,"title":7719,"ai":7720,"body":7725,"categories":7770,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":7771,"navigation":111,"path":7780,"published_at":7781,"question":97,"scraped_at":7781,"seo":7782,"sitemap":7783,"source_id":7784,"source_name":7785,"source_type":7786,"source_url":7787,"stem":7788,"tags":7789,"thumbnail_url":97,"tldr":7790,"tweet":97,"unknown_tags":7791,"__hash__":7792},"summaries\u002Fsummaries\u002Fe7fcfcf1ed44f584-step-3-7-flash-a-198b-moe-model-for-agentic-workfl-summary.md","Step 3.7 Flash: A 198B MoE Model for Agentic Workflows",{"provider":7,"model":8,"input_tokens":7721,"output_tokens":7722,"processing_time_ms":7723,"cost_usd":7724},10902,573,3095,0.003585,{"type":14,"value":7726,"toc":7765},[7727,7731,7734,7738,7741,7745,7748,7762],[17,7728,7730],{"id":7729},"architecture-and-efficiency","Architecture and Efficiency",[22,7732,7733],{},"Step 3.7 Flash is a sparse Mixture-of-Experts (MoE) vision-language model with 198B total parameters (196B language backbone + 1.8B ViT encoder). By activating only ~11B parameters per token, it achieves high-performance reasoning while maintaining the inference compute profile of a much smaller dense model. The model supports a 256k token context window and offers three selectable reasoning depths, allowing developers to trade latency for depth depending on the task.",[17,7735,7737],{"id":7736},"agentic-performance-and-advisor-mode","Agentic Performance and Advisor Mode",[22,7739,7740],{},"Step 3.7 Flash shows significant gains in coding benchmarks, scoring 56.26% on SWE-Bench Pro and 59.55% on Terminal-Bench 2.1. A standout feature is its \"Advisor Mode,\" which implements an agentic strategy where the model handles the full execution loop and only escalates to a larger advisor model during critical planning or failure recovery. This approach reportedly achieves 97% of Claude Opus 4.6's performance at roughly one-ninth the cost ($0.19 vs. $1.76 per task).",[17,7742,7744],{"id":7743},"multimodal-and-tool-use-capabilities","Multimodal and Tool-Use Capabilities",[22,7746,7747],{},"Unlike its predecessor, Step 3.7 Flash includes native vision support via two distinct pathways:",[33,7749,7750,7756],{},[36,7751,7752,7755],{},[39,7753,7754],{},"Visual Search Tool:"," Used for long-tail or recently emerged concepts where parametric knowledge is insufficient.",[36,7757,7758,7761],{},[39,7759,7760],{},"Python Tool:"," Enables fine-grained visual analysis (e.g., cropping, zooming, bounding-box analysis) by allowing the model to interact with images via code.",[22,7763,7764],{},"Testing revealed emergent compositional tool use, where the model integrated visual and non-visual tools without explicit training—for example, rendering frontend code in a GUI to inspect results before iterating. It also demonstrates strong performance in long-horizon UI tasks, scoring 61.87% on the Android Daily benchmark.",{"title":89,"searchDepth":90,"depth":90,"links":7766},[7767,7768,7769],{"id":7729,"depth":90,"text":7730},{"id":7736,"depth":90,"text":7737},{"id":7743,"depth":90,"text":7744},[96],{"content_references":7772,"triage":7776},[7773],{"type":103,"title":7774,"url":7775,"context":105},"Step 3.7 Flash","https:\u002F\u002Fgithub.com\u002Fstepfun-ai\u002FStep-3.7-Flash",{"relevance":7777,"novelty":107,"quality":107,"actionability":108,"composite":7778,"reasoning":7779},5,4.15,"Category: AI & LLMs. The article provides in-depth insights into a new AI model that enhances agentic workflows, addressing specific audience pain points related to AI integration in products. It discusses unique features like 'Advisor Mode' and multimodal capabilities, which are relevant for developers looking to implement advanced AI functionalities.","\u002Fsummaries\u002Fe7fcfcf1ed44f584-step-3-7-flash-a-198b-moe-model-for-agentic-workfl-summary","2026-05-30 14:03:17",{"title":7719,"description":89},{"loc":7780},"e7fcfcf1ed44f584","MarkTechPost","article","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F29\u002Fstepfun-releases-step-3-7-flash-a-198b-moe-vision-language-model-for-coding-agents-and-search-workflows\u002F","summaries\u002Fe7fcfcf1ed44f584-step-3-7-flash-a-198b-moe-model-for-agentic-workfl-summary",[123,124,125,126],"StepFun’s new 198B parameter MoE model features native vision capabilities, improved tool-use reliability, and an 'Advisor Mode' that delivers near-Opus performance at a fraction of the cost.",[126],"H1pwxdvQN--3ORxexmFHVx2HHIZ1Ne4N-Wq7sp-8_eQ",{"id":7794,"title":7795,"ai":7796,"body":7801,"categories":7936,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":7937,"navigation":111,"path":7949,"published_at":7950,"question":97,"scraped_at":7951,"seo":7952,"sitemap":7953,"source_id":7954,"source_name":7955,"source_type":119,"source_url":7956,"stem":7957,"tags":7958,"thumbnail_url":7959,"tldr":7960,"tweet":7961,"unknown_tags":7962,"__hash__":7963},"summaries\u002Fsummaries\u002Fc227a71ab9afbe29-next-gen-agentic-architecture-gemini-3-5-adk-summary.md","Next-Gen Agentic Architecture: Gemini 3.5 & ADK",{"provider":7,"model":8,"input_tokens":7797,"output_tokens":7798,"processing_time_ms":7799,"cost_usd":7800},8876,1107,5250,0.0038795,{"type":14,"value":7802,"toc":7928},[7803,7807,7810,7814,7817,7837,7841,7844,7848,7851,7877,7881,7913,7917],[17,7804,7806],{"id":7805},"the-gemini-enterprise-agent-platform","The Gemini Enterprise Agent Platform",[22,7808,7809],{},"Google’s agentic strategy is built on four pillars: Build, Scale, Govern, and Optimize. While developers often focus exclusively on the 'build' phase, the platform is designed to handle the entire lifecycle. The Agent Development Kit (ADK) serves as the primary framework for creating complex agents, while the Agent Registry and runtime environments provide the necessary infrastructure for scaling and security. A critical, often overlooked component is automated evaluation, which ensures that agents remain performant and aligned with organizational standards as models and requirements evolve.",[17,7811,7813],{"id":7812},"gemini-35-flash-performance-at-scale","Gemini 3.5 Flash: Performance at Scale",[22,7815,7816],{},"Gemini 3.5 Flash represents a shift in how developers should think about model selection. By delivering near state-of-the-art results at a fraction of the cost of previous 'Pro' models, it enables high-performance agentic workflows that were previously cost-prohibitive. Key improvements include:",[33,7818,7819,7825,7831],{},[36,7820,7821,7824],{},[39,7822,7823],{},"Coding & Tool Calling:"," Significant gains in benchmarks like 'Terminal Bench' and 'MCP Atlas,' making the model highly effective for autonomous coding tasks.",[36,7826,7827,7830],{},[39,7828,7829],{},"Latency:"," The model is optimized for speed, providing high tokens-per-second, which is essential for real-time agentic interactions.",[36,7832,7833,7836],{},[39,7834,7835],{},"Agentic Workflows:"," The model is specifically trained to handle complex tool-calling sequences, allowing it to act as the 'brain' for agents that need to interact with external APIs and CLI tools.",[17,7838,7840],{"id":7839},"gemini-omni-multimodal-generation","Gemini Omni: Multimodal Generation",[22,7842,7843],{},"Gemini Omni introduces 'any-to-any' multimodal capabilities, allowing users to generate video from various inputs, including text, images, and other videos. The model demonstrates a deep understanding of physics, branding, and temporal consistency. A standout feature is its ability to maintain character and object consistency across video generations, which is a major unlock for marketing and creative workflows. Users can perform iterative video editing through natural language, allowing for precise control over scene composition and style without needing traditional video editing software.",[17,7845,7847],{"id":7846},"from-idea-to-implementation-the-adk-workflow","From Idea to Implementation: The ADK Workflow",[22,7849,7850],{},"Lavi Nigam demonstrated how the Agent Development Kit (ADK) and the Antigravity CLI accelerate the development lifecycle. By providing a natural language prompt, the system can:",[33,7852,7853,7859,7865,7871],{},[36,7854,7855,7858],{},[39,7856,7857],{},"Scaffold Projects:"," Automatically generate the necessary directory structure, test files, and configuration.",[36,7860,7861,7864],{},[39,7862,7863],{},"Plan Implementation:"," Create a step-by-step task list based on the user's requirements.",[36,7866,7867,7870],{},[39,7868,7869],{},"Integrate Tools:"," Automatically identify and call necessary MCP (Model Context Protocol) tools to fulfill the agent's objectives.",[36,7872,7873,7876],{},[39,7874,7875],{},"Collaborate:"," Allow for human-in-the-loop feedback via comments, ensuring the agent's logic aligns with developer intent before deployment.",[17,7878,7880],{"id":7879},"key-takeaways","Key Takeaways",[33,7882,7883,7889,7895,7901,7907],{},[36,7884,7885,7888],{},[39,7886,7887],{},"Prioritize the Lifecycle:"," Don't just focus on building; integrate evaluation and governance early to ensure your agents remain reliable as they scale.",[36,7890,7891,7894],{},[39,7892,7893],{},"Leverage Flash Models:"," Use Gemini 3.5 Flash for agentic tasks where cost-efficiency and high-speed tool calling are more important than the raw parameter count of a 'Pro' model.",[36,7896,7897,7900],{},[39,7898,7899],{},"Multimodal Consistency:"," Use Gemini Omni’s ability to maintain context across frames to create consistent branded content or complex visual narratives.",[36,7902,7903,7906],{},[39,7904,7905],{},"Automate Scaffolding:"," Use the Antigravity CLI and ADK to move from an idea to a functional, deployed agent by letting the model handle the boilerplate and tool-calling logic.",[36,7908,7909,7912],{},[39,7910,7911],{},"Iterative Refinement:"," Treat agent development as a conversational process; use natural language to refine agent behavior and video outputs iteratively.",[17,7914,7916],{"id":7915},"notable-quotes","Notable Quotes",[33,7918,7919,7922,7925],{},[36,7920,7921],{},"\"The moment you sort of just put a query and it's really fast and that's the kind of thing that we are aiming with the flash models which is you get the best performance in the cost.\" — Lavi Nigam",[36,7923,7924],{},"\"The real unlock of this model is you're able to do iterative video editing through natural language.\" — Katie Nguyen",[36,7926,7927],{},"\"Unless they're evaluated and the organization sort of agrees and aligns with that, there's no point of doing that.\" — Lavi Nigam",{"title":89,"searchDepth":90,"depth":90,"links":7929},[7930,7931,7932,7933,7934,7935],{"id":7805,"depth":90,"text":7806},{"id":7812,"depth":90,"text":7813},{"id":7839,"depth":90,"text":7840},{"id":7846,"depth":90,"text":7847},{"id":7879,"depth":90,"text":7880},{"id":7915,"depth":90,"text":7916},[96],{"content_references":7938,"triage":7946},[7939,7942,7944],{"type":103,"title":7940,"context":7941},"Gemini Enterprise Agent Platform","recommended",{"type":103,"title":7943,"context":7941},"Agent Development Kit (ADK)",{"type":103,"title":7945,"context":7941},"Antigravity CLI",{"relevance":107,"novelty":108,"quality":107,"actionability":108,"composite":7947,"reasoning":7948},3.6,"Category: AI & LLMs. The article discusses Google's Gemini 3.5 and the Agent Development Kit (ADK), which are relevant to AI engineering and product development. It addresses the lifecycle of building AI agents, a specific pain point for developers looking to integrate AI into their products.","\u002Fsummaries\u002Fc227a71ab9afbe29-next-gen-agentic-architecture-gemini-3-5-adk-summary","2026-05-22 16:00:37","2026-05-22 19:00:35",{"title":7795,"description":89},{"loc":7949},"c227a71ab9afbe29","Google Cloud Tech","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=XZJk_S82Gpk","summaries\u002Fc227a71ab9afbe29-next-gen-agentic-architecture-gemini-3-5-adk-summary",[123,124,125,126],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FXZJk_S82Gpk\u002Fhqdefault.jpg","Google's Gemini 3.5 Flash and Gemini Omni introduce higher intelligence, lower costs, and advanced multimodal capabilities, while the Agent Development Kit (ADK) streamlines the lifecycle of building, scaling, and governing AI agents.","This is a promotional interview from Google I\u002FO 2026 covering the release of Gemini 3.5 Flash and Gemini Omni. The speakers provide a high-level overview of the [Gemini Enterprise Agent Platform](https:\u002F\u002Fcloud.google.com\u002Fvertex-ai\u002Fgenerative-ai\u002Fdocs\u002Flearn\u002Foverview), focusing on how the [Agent Development Kit](https:\u002F\u002Fcloud.google.com\u002Fvertex-ai\u002Fgenerative-ai\u002Fdocs\u002Flearn\u002Foverview) and [Antigravity CLI](https:\u002F\u002Fcloud.google.com\u002Fvertex-ai\u002Fgenerative-ai\u002Fdocs\u002Flearn\u002Foverview) are intended to streamline the lifecycle of building, scaling, and evaluating AI agents.",[126],"D-9n7dFTbYt1WfbXOmNRk7NcxvuseGUd49KrQgBjTcU",{"id":7965,"title":7966,"ai":7967,"body":7972,"categories":8016,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":8017,"navigation":111,"path":8024,"published_at":8025,"question":97,"scraped_at":8026,"seo":8027,"sitemap":8028,"source_id":8029,"source_name":7785,"source_type":7786,"source_url":8030,"stem":8031,"tags":8032,"thumbnail_url":97,"tldr":8033,"tweet":97,"unknown_tags":8034,"__hash__":8035},"summaries\u002Fsummaries\u002F995de8c39198301f-cohere-s-command-a-a-218b-sparse-moe-model-for-age-summary.md","Cohere's Command A+: A 218B Sparse MoE Model for Agentic Workflows",{"provider":7,"model":8,"input_tokens":7968,"output_tokens":7969,"processing_time_ms":7970,"cost_usd":7971},9439,596,2888,0.00325375,{"type":14,"value":7973,"toc":8012},[7974,7976,7979,7982,7986,7989,8009],[17,7975,7730],{"id":7729},[22,7977,7978],{},"Command A+ is a decoder-only Sparse Mixture-of-Experts (MoE) model with 218B total parameters, utilizing 25B active parameters per token. It employs 128 experts, routing 8 experts per token alongside a shared expert. The model architecture features a 3:1 ratio of sliding-window attention to global attention layers, supporting a 128K input context and 64K generation length.",[22,7980,7981],{},"To optimize deployment, Cohere utilizes NVFP4 W4A4 quantization (4-bit weights and activations) for the MoE experts, while maintaining full precision for the attention path and KV cache. To mitigate quality loss from this aggressive quantization, the model undergoes Quantization-Aware Distillation (QAD), where the student model is trained to mirror the full-precision teacher's output distribution.",[17,7983,7985],{"id":7984},"hardware-and-performance","Hardware and Performance",[22,7987,7988],{},"Command A+ is designed for high-performance enterprise agentic workflows, including RAG, multilingual processing, and multimodal document analysis. Hardware requirements scale by quantization level:",[33,7990,7991,7997,8003],{},[36,7992,7993,7996],{},[39,7994,7995],{},"BF16:"," 8x H100 or 4x B200",[36,7998,7999,8002],{},[39,8000,8001],{},"FP8:"," 4x H100 or 2x B200",[36,8004,8005,8008],{},[39,8006,8007],{},"W4A4:"," 2x H100 or 1x B200",[22,8010,8011],{},"Performance benchmarks show significant improvements over previous iterations, including a 20% increase in agentic QA accuracy and a 32% improvement in spreadsheet analysis. The model also demonstrates superior speed, with W4A4 quantization providing a 47% speed increase and 13% latency reduction. When combined with architecture-specific speculative decoding, inference speed increases by 1.5–1.6x.",{"title":89,"searchDepth":90,"depth":90,"links":8013},[8014,8015],{"id":7729,"depth":90,"text":7730},{"id":7984,"depth":90,"text":7985},[96],{"content_references":8018,"triage":8022},[8019],{"type":103,"title":8020,"url":8021,"context":7941},"Command A+","https:\u002F\u002Fhuggingface.co\u002FCohereLabs\u002Fcommand-a-plus-05-2026-w4a4",{"relevance":7777,"novelty":107,"quality":107,"actionability":108,"composite":7778,"reasoning":8023},"Category: AI & LLMs. The article provides in-depth technical details about a new AI model specifically designed for agentic workflows, addressing the audience's need for practical applications of AI in product development. It discusses performance improvements and hardware requirements, which are actionable insights for developers looking to implement such models.","\u002Fsummaries\u002F995de8c39198301f-cohere-s-command-a-a-218b-sparse-moe-model-for-age-summary","2026-05-21 21:47:00","2026-05-21 23:00:43",{"title":7966,"description":89},{"loc":8024},"995de8c39198301f","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F21\u002Fcohere-releases-command-a-a-218b-sparse-moe-model-for-agentic-workflows-that-runs-on-as-few-as-two-h100-gpus\u002F","summaries\u002F995de8c39198301f-cohere-s-command-a-a-218b-sparse-moe-model-for-age-summary",[123,124,125,126],"Command A+ is a 218B parameter sparse MoE model designed for enterprise agentic tasks, featuring multimodal capabilities, a 128K context window, and efficient W4A4 quantization that allows it to run on as few as two H100 GPUs.",[126],"BzHICR17bdIGFf0VdGyuWT2NQcv0vuNxLneIlU9SJ00",{"id":8037,"title":8038,"ai":8039,"body":8044,"categories":8064,"created_at":97,"date_modified":97,"description":89,"extension":98,"faq":97,"featured":99,"kicker_label":97,"meta":8065,"navigation":111,"path":8074,"published_at":8075,"question":97,"scraped_at":8075,"seo":8076,"sitemap":8077,"source_id":8078,"source_name":8079,"source_type":7786,"source_url":8071,"stem":8080,"tags":8081,"thumbnail_url":97,"tldr":8082,"tweet":97,"unknown_tags":8083,"__hash__":8084},"summaries\u002Fsummaries\u002Fcedf57bb6ac50ed2-agentao-a-governed-local-first-runtime-for-ai-agen-summary.md","Agentao: A Governed Local-First Runtime for AI Agents",{"provider":7,"model":8,"input_tokens":8040,"output_tokens":8041,"processing_time_ms":8042,"cost_usd":8043},4039,405,2227,0.00161725,{"type":14,"value":8045,"toc":8060},[8046,8050,8053,8057],[17,8047,8049],{"id":8048},"the-shift-toward-local-first-agent-governance","The Shift Toward Local-First Agent Governance",[22,8051,8052],{},"Agentao addresses the critical security and control challenges inherent in deploying tool-using LLM agents. Current agentic workflows often rely on cloud-based runtimes where the execution environment is opaque, making it difficult to audit agent behavior, restrict tool access, or ensure data privacy. Agentao proposes a local-first runtime architecture that places the agent's execution within a governed, local environment. This approach allows developers to define strict boundaries for what tools an agent can access and how it interacts with local system resources, effectively mitigating the risks of unauthorized tool execution or data exfiltration.",[17,8054,8056],{"id":8055},"architecture-for-secure-tool-interaction","Architecture for Secure Tool Interaction",[22,8058,8059],{},"The core value of Agentao lies in its governance model. By moving the runtime to a local-first paradigm, the framework enables developers to implement fine-grained access control policies that are enforced at the execution layer rather than the prompt layer. This ensures that even if an LLM is prompted to perform an unauthorized action, the runtime environment acts as a hard constraint, preventing the execution of restricted tools or unauthorized file system access. This design is particularly relevant for multi-agent systems where individual agents may have varying levels of trust and permission scopes, providing a standardized way to manage these interactions without sacrificing the flexibility of LLM-based decision-making.",{"title":89,"searchDepth":90,"depth":90,"links":8061},[8062,8063],{"id":8048,"depth":90,"text":8049},{"id":8055,"depth":90,"text":8056},[96],{"content_references":8066,"triage":8072},[8067],{"type":8068,"title":8069,"author":8070,"url":8071,"context":105},"other","Agentao: A Governed Local-First Runtime for Tool-Using LLM Agents","Unknown","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.13574",{"relevance":7777,"novelty":107,"quality":107,"actionability":108,"composite":7778,"reasoning":8073},"Category: AI & LLMs. The article discusses a local-first runtime for AI agents, addressing security and governance, which is highly relevant for developers integrating AI into products. It presents a novel approach to managing agent interactions and governance, though it lacks specific implementation details that would enhance actionability.","\u002Fsummaries\u002Fcedf57bb6ac50ed2-agentao-a-governed-local-first-runtime-for-ai-agen-summary","2026-08-18 03:10:24",{"title":8038,"description":89},{"loc":8074},"cedf57bb6ac50ed2","arXiv cs.AI","summaries\u002Fcedf57bb6ac50ed2-agentao-a-governed-local-first-runtime-for-ai-agen-summary",[124,123,125],"Agentao is a proposed local-first runtime designed to provide governance and security for tool-using LLM agents, shifting control from cloud-based black boxes to local execution environments.",[],"WWKqUt7tRqK8cLeNO9hxy6EPoNBwZ8lC4CIFsNSnBDc"]