[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-c3ab33c622260498-optimizing-chatgpt-memory-with-dreaming-v3-summary":3,"summaries-facets-categories":116,"summary-related-c3ab33c622260498-optimizing-chatgpt-memory-with-dreaming-v3-summary":7020},{"id":4,"title":5,"ai":6,"body":13,"categories":69,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":74,"navigation":98,"path":99,"published_at":100,"question":71,"scraped_at":100,"seo":101,"sitemap":102,"source_id":103,"source_name":104,"source_type":105,"source_url":106,"stem":107,"tags":108,"thumbnail_url":71,"tldr":113,"tweet":71,"unknown_tags":114,"__hash__":115},"summaries\u002Fsummaries\u002Fc3ab33c622260498-optimizing-chatgpt-memory-with-dreaming-v3-summary.md","Optimizing ChatGPT Memory with Dreaming V3",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",9631,737,3825,0.00351325,{"type":14,"value":15,"toc":62},"minimark",[16,21,25,29,32,55,59],[17,18,20],"h2",{"id":19},"the-evolution-of-memory-from-manual-to-autonomous","The Evolution of Memory: From Manual to Autonomous",[22,23,24],"p",{},"ChatGPT's memory system has transitioned from user-defined \"saved memories\" (launched April 2024) to an autonomous background process called \"dreaming.\" Early versions of saved memories relied on explicit user instructions, often leading to stale or incomplete data. The introduction of \"dreaming\" in 2025 allowed the model to curate memories by analyzing chat history in the background. The new architecture, Dreaming V3, significantly improves this process by being more compute-efficient and capable of handling multi-year time horizons for millions of users.",[17,26,28],{"id":27},"core-memory-objectives","Core Memory Objectives",[22,30,31],{},"OpenAI evaluates the effectiveness of its memory system against three specific benchmarks:",[33,34,35,43,49],"ol",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Context Continuity:"," The ability to carry forward project-specific details (e.g., technical setups or ongoing research) into new conversations without requiring re-introduction.",[36,44,45,48],{},[39,46,47],{},"Preference Adherence:"," Ensuring the model consistently applies user constraints (e.g., dietary preferences, preferred communication styles, or environmental needs) across all interactions.",[36,50,51,54],{},[39,52,53],{},"Temporal Relevance:"," Maintaining the freshness of information by accounting for the passage of time, ensuring that memories remain accurate as circumstances change.",[17,56,58],{"id":57},"impact-on-user-experience","Impact on User Experience",[22,60,61],{},"By synthesizing memories automatically, ChatGPT can provide highly tailored, actionable advice rather than generic responses. For example, when asked for technical recommendations, a model with active memory can cross-reference the user's specific hardware setup (e.g., camera model and housing) to provide precise compatibility checks. Similarly, for travel planning, the system integrates known constraints—such as a preference for quiet dining, specific photography interests, and climate-controlled environments—to generate a curated itinerary that matches the user's lifestyle, rather than a standard tourist list. Users retain control over this system via a memory summary page, where they can review, update, or delete synthesized highlights.",{"title":63,"searchDepth":64,"depth":64,"links":65},"",2,[66,67,68],{"id":19,"depth":64,"text":20},{"id":27,"depth":64,"text":28},{"id":57,"depth":64,"text":58},[70],"AI & LLMs",null,"md",false,{"content_references":75,"triage":93},[76,81,84,87,90],{"type":77,"title":78,"url":79,"context":80},"tool","Backscatter","https:\u002F\u002Fwww.backscatter.com","mentioned",{"type":77,"title":82,"url":83,"context":80},"Ikelite","https:\u002F\u002Fwww.ikelite.com",{"type":77,"title":85,"url":86,"context":80},"UW Technics","https:\u002F\u002Fuwtechnics.com",{"type":77,"title":88,"url":89,"context":80},"Gardens by the Bay","https:\u002F\u002Fwww.gardensbythebay.com.sg",{"type":77,"title":91,"url":92,"context":80},"Mandai Wildlife Reserve","https:\u002F\u002Fwww.mandai.com",{"relevance":94,"novelty":95,"quality":95,"actionability":95,"composite":96,"reasoning":97},5,4,4.35,"Category: AI & LLMs. The article discusses the new 'dreaming' architecture for ChatGPT's memory system, which directly addresses the audience's need for practical AI applications in product development. It provides insights into how this technology can enhance user experience through personalized interactions, making it actionable for developers looking to integrate AI features.",true,"\u002Fsummaries\u002Fc3ab33c622260498-optimizing-chatgpt-memory-with-dreaming-v3-summary","2026-06-06 16:12:04",{"title":5,"description":63},{"loc":99},"c3ab33c622260498","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Fchatgpt-memory-dreaming","summaries\u002Fc3ab33c622260498-optimizing-chatgpt-memory-with-dreaming-v3-summary",[109,110,111,112],"llm","ai-tools","personalization","context-management","OpenAI has launched a scalable, compute-efficient 'dreaming' architecture that automatically synthesizes chat history into persistent, relevant user context to improve personalization and reduce memory staleness.",[111,112],"vMCxVqqCek6fbCTul0dOL6GmiRK69eTQhnbz1MjNjWI",[117,119,122,124,127,129,132,135,137,139,141,143,146,148,150,152,154,157,159,161,163,165,168,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,201,203,205,207,209,211,213,215,217,220,222,224,226,228,230,232,234,236,238,240,242,244,246,249,251,253,255,257,259,261,263,265,267,269,271,273,275,277,279,281,283,285,287,290,292,294,296,298,300,302,304,306,308,310,312,314,316,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,384,386,388,390,392,394,396,398,400,402,404,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,440,442,444,446,448,450,452,454,456,458,460,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,522,524,526,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,568,570,572,574,576,578,580,582,584,586,588,590,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,880,882,884,886,888,891,893,895,897,899,901,903,905,907,909,911,913,915,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012,7014,7016,7018],{"categories":118},[70],{"categories":120},[121],"Developer Productivity",{"categories":123},[70],{"categories":125},[126],"Business & SaaS",{"categories":128},[70],{"categories":130},[131],"AI Automation",{"categories":133},[134],"Product Strategy",{"categories":136},[131],{"categories":138},[70],{"categories":140},[121],{"categories":142},[131],{"categories":144},[145],"Software Engineering",{"categories":147},[70],{"categories":149},[126],{"categories":151},[],{"categories":153},[70],{"categories":155},[156],"Inference & Serving",{"categories":158},[70],{"categories":160},[70],{"categories":162},[131],{"categories":164},[],{"categories":166},[167],"AI News & Trends",{"categories":169},[170],"Data Science & Visualization",{"categories":172},[131],{"categories":174},[70],{"categories":176},[70],{"categories":178},[126],{"categories":180},[121],{"categories":182},[70],{"categories":184},[131],{"categories":186},[167],{"categories":188},[70],{"categories":190},[131],{"categories":192},[131],{"categories":194},[70],{"categories":196},[70],{"categories":198},[131],{"categories":200},[70],{"categories":202},[70],{"categories":204},[70],{"categories":206},[131],{"categories":208},[167],{"categories":210},[70],{"categories":212},[70],{"categories":214},[70],{"categories":216},[],{"categories":218},[219],"Design & Frontend",{"categories":221},[170],{"categories":223},[167],{"categories":225},[70],{"categories":227},[70],{"categories":229},[70],{"categories":231},[],{"categories":233},[70],{"categories":235},[70],{"categories":237},[131],{"categories":239},[145],{"categories":241},[70],{"categories":243},[131],{"categories":245},[70],{"categories":247},[248],"Marketing & Growth",{"categories":250},[219],{"categories":252},[70],{"categories":254},[131],{"categories":256},[70],{"categories":258},[70],{"categories":260},[145],{"categories":262},[70],{"categories":264},[],{"categories":266},[],{"categories":268},[219],{"categories":270},[70],{"categories":272},[131],{"categories":274},[121],{"categories":276},[145],{"categories":278},[131],{"categories":280},[219],{"categories":282},[134],{"categories":284},[70],{"categories":286},[145],{"categories":288},[289],"DevOps & Cloud",{"categories":291},[131],{"categories":293},[134],{"categories":295},[167],{"categories":297},[70],{"categories":299},[],{"categories":301},[70],{"categories":303},[70],{"categories":305},[],{"categories":307},[131],{"categories":309},[145],{"categories":311},[],{"categories":313},[145],{"categories":315},[70],{"categories":317},[318],"Governance & Standards",{"categories":320},[126],{"categories":322},[],{"categories":324},[],{"categories":326},[70],{"categories":328},[70],{"categories":330},[131],{"categories":332},[70],{"categories":334},[70],{"categories":336},[131],{"categories":338},[70],{"categories":340},[70],{"categories":342},[70],{"categories":344},[],{"categories":346},[145],{"categories":348},[],{"categories":350},[],{"categories":352},[70],{"categories":354},[145],{"categories":356},[],{"categories":358},[145],{"categories":360},[70],{"categories":362},[70],{"categories":364},[248],{"categories":366},[70],{"categories":368},[70],{"categories":370},[70],{"categories":372},[219],{"categories":374},[219],{"categories":376},[70],{"categories":378},[145],{"categories":380},[131],{"categories":382},[383],"GovTech & Public-Sector Adoption",{"categories":385},[145],{"categories":387},[70],{"categories":389},[70],{"categories":391},[70],{"categories":393},[131],{"categories":395},[131],{"categories":397},[170],{"categories":399},[70],{"categories":401},[167],{"categories":403},[131],{"categories":405},[406],"Legal AI Tools",{"categories":408},[70],{"categories":410},[131],{"categories":412},[70],{"categories":414},[248],{"categories":416},[131],{"categories":418},[134],{"categories":420},[70],{"categories":422},[145],{"categories":424},[383],{"categories":426},[],{"categories":428},[131],{"categories":430},[],{"categories":432},[126],{"categories":434},[131],{"categories":436},[131],{"categories":438},[439],"RAG & Retrieval",{"categories":441},[126],{"categories":443},[70],{"categories":445},[145],{"categories":447},[145],{"categories":449},[289],{"categories":451},[219],{"categories":453},[131],{"categories":455},[70],{"categories":457},[70],{"categories":459},[],{"categories":461},[462],"Agents & Orchestration",{"categories":464},[145],{"categories":466},[70],{"categories":468},[],{"categories":470},[131],{"categories":472},[126],{"categories":474},[],{"categories":476},[70],{"categories":478},[],{"categories":480},[70],{"categories":482},[121],{"categories":484},[145],{"categories":486},[126],{"categories":488},[70],{"categories":490},[131],{"categories":492},[70],{"categories":494},[167],{"categories":496},[70],{"categories":498},[],{"categories":500},[70],{"categories":502},[],{"categories":504},[70],{"categories":506},[145],{"categories":508},[70],{"categories":510},[131],{"categories":512},[170],{"categories":514},[],{"categories":516},[70],{"categories":518},[219],{"categories":520},[521],"Models & Frontier Labs",{"categories":523},[],{"categories":525},[219],{"categories":527},[528],"Regulation & Governance of AI",{"categories":530},[134],{"categories":532},[131],{"categories":534},[],{"categories":536},[70],{"categories":538},[70],{"categories":540},[131],{"categories":542},[131],{"categories":544},[167],{"categories":546},[70],{"categories":548},[126],{"categories":550},[70],{"categories":552},[131],{"categories":554},[],{"categories":556},[145],{"categories":558},[131],{"categories":560},[70],{"categories":562},[134],{"categories":564},[70],{"categories":566},[567],"AI Policy & Regulation",{"categories":569},[],{"categories":571},[70],{"categories":573},[131],{"categories":575},[134],{"categories":577},[131],{"categories":579},[70],{"categories":581},[70],{"categories":583},[70],{"categories":585},[131],{"categories":587},[],{"categories":589},[170],{"categories":591},[592],"Evals & Reliability",{"categories":594},[70],{"categories":596},[70],{"categories":598},[],{"categories":600},[121],{"categories":602},[383],{"categories":604},[567],{"categories":606},[70],{"categories":608},[126],{"categories":610},[70],{"categories":612},[131],{"categories":614},[70],{"categories":616},[131],{"categories":618},[462],{"categories":620},[70],{"categories":622},[145],{"categories":624},[70],{"categories":626},[],{"categories":628},[219],{"categories":630},[],{"categories":632},[70],{"categories":634},[383],{"categories":636},[70],{"categories":638},[70],{"categories":640},[70],{"categories":642},[],{"categories":644},[70],{"categories":646},[219],{"categories":648},[145],{"categories":650},[],{"categories":652},[70],{"categories":654},[],{"categories":656},[131],{"categories":658},[70],{"categories":660},[219],{"categories":662},[],{"categories":664},[70],{"categories":666},[70],{"categories":668},[170],{"categories":670},[131],{"categories":672},[70],{"categories":674},[126],{"categories":676},[131],{"categories":678},[70],{"categories":680},[70],{"categories":682},[145],{"categories":684},[219],{"categories":686},[70],{"categories":688},[131],{"categories":690},[],{"categories":692},[145],{"categories":694},[131],{"categories":696},[170],{"categories":698},[],{"categories":700},[70],{"categories":702},[167],{"categories":704},[70],{"categories":706},[],{"categories":708},[70],{"categories":710},[70],{"categories":712},[70],{"categories":714},[126,248],{"categories":716},[],{"categories":718},[145],{"categories":720},[70],{"categories":722},[70],{"categories":724},[131],{"categories":726},[70],{"categories":728},[],{"categories":730},[],{"categories":732},[70],{"categories":734},[219],{"categories":736},[70],{"categories":738},[],{"categories":740},[70],{"categories":742},[289],{"categories":744},[],{"categories":746},[131],{"categories":748},[167],{"categories":750},[70],{"categories":752},[70],{"categories":754},[219],{"categories":756},[],{"categories":758},[167],{"categories":760},[70],{"categories":762},[156],{"categories":764},[70],{"categories":766},[70],{"categories":768},[131],{"categories":770},[167],{"categories":772},[521],{"categories":774},[70],{"categories":776},[248],{"categories":778},[],{"categories":780},[131],{"categories":782},[126],{"categories":784},[145],{"categories":786},[70],{"categories":788},[131],{"categories":790},[],{"categories":792},[70,289],{"categories":794},[70],{"categories":796},[70],{"categories":798},[70],{"categories":800},[131],{"categories":802},[70,145],{"categories":804},[170],{"categories":806},[70],{"categories":808},[70],{"categories":810},[70],{"categories":812},[145],{"categories":814},[70],{"categories":816},[131],{"categories":818},[131],{"categories":820},[567],{"categories":822},[248],{"categories":824},[70],{"categories":826},[131],{"categories":828},[70],{"categories":830},[70],{"categories":832},[131],{"categories":834},[],{"categories":836},[131],{"categories":838},[70],{"categories":840},[70],{"categories":842},[131],{"categories":844},[70],{"categories":846},[70,126],{"categories":848},[70],{"categories":850},[126],{"categories":852},[],{"categories":854},[219],{"categories":856},[219],{"categories":858},[70],{"categories":860},[],{"categories":862},[],{"categories":864},[70],{"categories":866},[167],{"categories":868},[],{"categories":870},[121],{"categories":872},[70],{"categories":874},[145],{"categories":876},[70],{"categories":878},[879],"Generative UI & Design-to-Code",{"categories":881},[70],{"categories":883},[70],{"categories":885},[219],{"categories":887},[70],{"categories":889},[890],"Algorithmic Accountability",{"categories":892},[131],{"categories":894},[145],{"categories":896},[167],{"categories":898},[219],{"categories":900},[70],{"categories":902},[],{"categories":904},[134],{"categories":906},[70],{"categories":908},[70],{"categories":910},[70],{"categories":912},[70],{"categories":914},[131],{"categories":916},[917],"MLOps & Infrastructure",{"categories":919},[70],{"categories":921},[70],{"categories":923},[70],{"categories":925},[70],{"categories":927},[70],{"categories":929},[145],{"categories":931},[167],{"categories":933},[70],{"categories":935},[134],{"categories":937},[121],{"categories":939},[70],{"categories":941},[131],{"categories":943},[289],{"categories":945},[70],{"categories":947},[126],{"categories":949},[70],{"categories":951},[219],{"categories":953},[70],{"categories":955},[70],{"categories":957},[131],{"categories":959},[],{"categories":961},[],{"categories":963},[70],{"categories":965},[156],{"categories":967},[219],{"categories":969},[167],{"categories":971},[170],{"categories":973},[],{"categories":975},[70],{"categories":977},[70],{"categories":979},[126],{"categories":981},[131],{"categories":983},[70],{"categories":985},[70],{"categories":987},[70],{"categories":989},[70],{"categories":991},[167],{"categories":993},[156],{"categories":995},[70],{"categories":997},[219],{"categories":999},[70],{"categories":1001},[],{"categories":1003},[131],{"categories":1005},[145],{"categories":1007},[],{"categories":1009},[70],{"categories":1011},[70],{"categories":1013},[131],{"categories":1015},[145],{"categories":1017},[70],{"categories":1019},[170],{"categories":1021},[219],{"categories":1023},[],{"categories":1025},[70],{"categories":1027},[],{"categories":1029},[70],{"categories":1031},[],{"categories":1033},[70],{"categories":1035},[70],{"categories":1037},[134],{"categories":1039},[126],{"categories":1041},[131],{"categories":1043},[131],{"categories":1045},[],{"categories":1047},[70],{"categories":1049},[121],{"categories":1051},[70],{"categories":1053},[70],{"categories":1055},[126],{"categories":1057},[167],{"categories":1059},[121],{"categories":1061},[],{"categories":1063},[70],{"categories":1065},[],{"categories":1067},[70],{"categories":1069},[],{"categories":1071},[167],{"categories":1073},[167],{"categories":1075},[],{"categories":1077},[462],{"categories":1079},[70],{"categories":1081},[219],{"categories":1083},[145],{"categories":1085},[],{"categories":1087},[406],{"categories":1089},[131],{"categories":1091},[126],{"categories":1093},[],{"categories":1095},[],{"categories":1097},[121],{"categories":1099},[170],{"categories":1101},[],{"categories":1103},[248],{"categories":1105},[131],{"categories":1107},[126],{"categories":1109},[131],{"categories":1111},[70],{"categories":1113},[126],{"categories":1115},[70],{"categories":1117},[145],{"categories":1119},[],{"categories":1121},[156],{"categories":1123},[134],{"categories":1125},[70],{"categories":1127},[219],{"categories":1129},[145],{"categories":1131},[126],{"categories":1133},[70],{"categories":1135},[145],{"categories":1137},[70],{"categories":1139},[131],{"categories":1141},[126],{"categories":1143},[70],{"categories":1145},[70],{"categories":1147},[70],{"categories":1149},[70],{"categories":1151},[70],{"categories":1153},[],{"categories":1155},[],{"categories":1157},[145],{"categories":1159},[170],{"categories":1161},[134],{"categories":1163},[70],{"categories":1165},[131],{"categories":1167},[145],{"categories":1169},[145],{"categories":1171},[70],{"categories":1173},[],{"categories":1175},[167],{"categories":1177},[134],{"categories":1179},[134],{"categories":1181},[145],{"categories":1183},[70],{"categories":1185},[592],{"categories":1187},[289],{"categories":1189},[],{"categories":1191},[131],{"categories":1193},[70],{"categories":1195},[],{"categories":1197},[121],{"categories":1199},[],{"categories":1201},[70],{"categories":1203},[70],{"categories":1205},[70],{"categories":1207},[219],{"categories":1209},[248],{"categories":1211},[70],{"categories":1213},[145],{"categories":1215},[70],{"categories":1217},[131],{"categories":1219},[],{"categories":1221},[145],{"categories":1223},[70],{"categories":1225},[121],{"categories":1227},[],{"categories":1229},[126],{"categories":1231},[70],{"categories":1233},[70],{"categories":1235},[167],{"categories":1237},[70,289],{"categories":1239},[70],{"categories":1241},[1242],"Design Systems for AI",{"categories":1244},[70],{"categories":1246},[70],{"categories":1248},[167],{"categories":1250},[70],{"categories":1252},[70],{"categories":1254},[70],{"categories":1256},[126],{"categories":1258},[70],{"categories":1260},[70],{"categories":1262},[70],{"categories":1264},[],{"categories":1266},[70],{"categories":1268},[70],{"categories":1270},[126],{"categories":1272},[70],{"categories":1274},[],{"categories":1276},[131],{"categories":1278},[131],{"categories":1280},[145],{"categories":1282},[167],{"categories":1284},[145],{"categories":1286},[70],{"categories":1288},[219],{"categories":1290},[167],{"categories":1292},[170],{"categories":1294},[70],{"categories":1296},[70],{"categories":1298},[131],{"categories":1300},[121],{"categories":1302},[567],{"categories":1304},[70],{"categories":1306},[131],{"categories":1308},[70],{"categories":1310},[145],{"categories":1312},[145],{"categories":1314},[],{"categories":1316},[],{"categories":1318},[70],{"categories":1320},[131],{"categories":1322},[134],{"categories":1324},[],{"categories":1326},[126],{"categories":1328},[70],{"categories":1330},[],{"categories":1332},[219],{"categories":1334},[145],{"categories":1336},[131],{"categories":1338},[145],{"categories":1340},[219],{"categories":1342},[70],{"categories":1344},[70],{"categories":1346},[219],{"categories":1348},[],{"categories":1350},[],{"categories":1352},[167],{"categories":1354},[131],{"categories":1356},[131],{"categories":1358},[70],{"categories":1360},[70],{"categories":1362},[70],{"categories":1364},[70],{"categories":1366},[126],{"categories":1368},[70],{"categories":1370},[70],{"categories":1372},[],{"categories":1374},[145],{"categories":1376},[145],{"categories":1378},[70],{"categories":1380},[145],{"categories":1382},[126],{"categories":1384},[],{"categories":1386},[70],{"categories":1388},[70],{"categories":1390},[70],{"categories":1392},[70],{"categories":1394},[70],{"categories":1396},[131],{"categories":1398},[121],{"categories":1400},[126],{"categories":1402},[70],{"categories":1404},[131],{"categories":1406},[167],{"categories":1408},[131],{"categories":1410},[156],{"categories":1412},[248],{"categories":1414},[70],{"categories":1416},[131],{"categories":1418},[70],{"categories":1420},[70],{"categories":1422},[70],{"categories":1424},[],{"categories":1426},[219],{"categories":1428},[],{"categories":1430},[70],{"categories":1432},[70],{"categories":1434},[],{"categories":1436},[70],{"categories":1438},[145],{"categories":1440},[126],{"categories":1442},[1443],"Visual & Generative Media",{"categories":1445},[131],{"categories":1447},[],{"categories":1449},[70],{"categories":1451},[70],{"categories":1453},[145],{"categories":1455},[289],{"categories":1457},[70],{"categories":1459},[170],{"categories":1461},[567],{"categories":1463},[145],{"categories":1465},[248],{"categories":1467},[70],{"categories":1469},[219],{"categories":1471},[70],{"categories":1473},[70],{"categories":1475},[145],{"categories":1477},[131],{"categories":1479},[70],{"categories":1481},[],{"categories":1483},[],{"categories":1485},[131],{"categories":1487},[145],{"categories":1489},[121],{"categories":1491},[131],{"categories":1493},[521],{"categories":1495},[70],{"categories":1497},[134],{"categories":1499},[70],{"categories":1501},[126],{"categories":1503},[],{"categories":1505},[70],{"categories":1507},[134],{"categories":1509},[70],{"categories":1511},[70],{"categories":1513},[70],{"categories":1515},[134],{"categories":1517},[70],{"categories":1519},[70],{"categories":1521},[248],{"categories":1523},[70],{"categories":1525},[462],{"categories":1527},[70],{"categories":1529},[131],{"categories":1531},[70],{"categories":1533},[70],{"categories":1535},[70],{"categories":1537},[70],{"categories":1539},[219],{"categories":1541},[131],{"categories":1543},[],{"categories":1545},[131],{"categories":1547},[],{"categories":1549},[289],{"categories":1551},[145],{"categories":1553},[],{"categories":1555},[521],{"categories":1557},[70],{"categories":1559},[131],{"categories":1561},[131],{"categories":1563},[70],{"categories":1565},[219,70],{"categories":1567},[121],{"categories":1569},[70],{"categories":1571},[219],{"categories":1573},[],{"categories":1575},[70],{"categories":1577},[121],{"categories":1579},[70],{"categories":1581},[1582],"Medical Imaging & Radiology",{"categories":1584},[70],{"categories":1586},[70],{"categories":1588},[70],{"categories":1590},[219],{"categories":1592},[131],{"categories":1594},[145],{"categories":1596},[],{"categories":1598},[70],{"categories":1600},[70],{"categories":1602},[70],{"categories":1604},[],{"categories":1606},[],{"categories":1608},[70],{"categories":1610},[70],{"categories":1612},[462],{"categories":1614},[70],{"categories":1616},[121],{"categories":1618},[70],{"categories":1620},[70],{"categories":1622},[],{"categories":1624},[131],{"categories":1626},[70],{"categories":1628},[134],{"categories":1630},[145],{"categories":1632},[70],{"categories":1634},[131],{"categories":1636},[462],{"categories":1638},[70],{"categories":1640},[131],{"categories":1642},[70],{"categories":1644},[70],{"categories":1646},[70],{"categories":1648},[219],{"categories":1650},[131],{"categories":1652},[289],{"categories":1654},[219],{"categories":1656},[126],{"categories":1658},[131],{"categories":1660},[167],{"categories":1662},[70],{"categories":1664},[70],{"categories":1666},[134],{"categories":1668},[70],{"categories":1670},[70],{"categories":1672},[70],{"categories":1674},[70],{"categories":1676},[131],{"categories":1678},[70],{"categories":1680},[145],{"categories":1682},[145],{"categories":1684},[70],{"categories":1686},[134],{"categories":1688},[],{"categories":1690},[167],{"categories":1692},[],{"categories":1694},[134],{"categories":1696},[131],{"categories":1698},[70],{"categories":1700},[131],{"categories":1702},[1242],{"categories":1704},[1242],{"categories":1706},[219],{"categories":1708},[70],{"categories":1710},[70],{"categories":1712},[70],{"categories":1714},[131],{"categories":1716},[145],{"categories":1718},[219],{"categories":1720},[131],{"categories":1722},[167],{"categories":1724},[],{"categories":1726},[70],{"categories":1728},[],{"categories":1730},[70],{"categories":1732},[70],{"categories":1734},[70],{"categories":1736},[70],{"categories":1738},[131],{"categories":1740},[1741],"Contract Review & E-Discovery",{"categories":1743},[70],{"categories":1745},[219],{"categories":1747},[70],{"categories":1749},[121],{"categories":1751},[70],{"categories":1753},[167],{"categories":1755},[70],{"categories":1757},[70],{"categories":1759},[248],{"categories":1761},[145],{"categories":1763},[70],{"categories":1765},[70],{"categories":1767},[131],{"categories":1769},[131],{"categories":1771},[890],{"categories":1773},[70],{"categories":1775},[70],{"categories":1777},[131],{"categories":1779},[131],{"categories":1781},[70],{"categories":1783},[70],{"categories":1785},[70],{"categories":1787},[131],{"categories":1789},[70],{"categories":1791},[70],{"categories":1793},[462],{"categories":1795},[439],{"categories":1797},[70],{"categories":1799},[131],{"categories":1801},[70],{"categories":1803},[1804],"Law-Firm Practice & Adoption",{"categories":1806},[70],{"categories":1808},[131],{"categories":1810},[219],{"categories":1812},[70],{"categories":1814},[70],{"categories":1816},[70],{"categories":1818},[],{"categories":1820},[],{"categories":1822},[145],{"categories":1824},[70],{"categories":1826},[],{"categories":1828},[131],{"categories":1830},[121],{"categories":1832},[289],{"categories":1834},[70],{"categories":1836},[],{"categories":1838},[121],{"categories":1840},[126],{"categories":1842},[70],{"categories":1844},[248],{"categories":1846},[],{"categories":1848},[126],{"categories":1850},[131],{"categories":1852},[126],{"categories":1854},[],{"categories":1856},[70],{"categories":1858},[134],{"categories":1860},[70],{"categories":1862},[145],{"categories":1864},[],{"categories":1866},[],{"categories":1868},[],{"categories":1870},[],{"categories":1872},[70],{"categories":1874},[134],{"categories":1876},[131],{"categories":1878},[289],{"categories":1880},[70],{"categories":1882},[121],{"categories":1884},[145],{"categories":1886},[70],{"categories":1888},[70],{"categories":1890},[145],{"categories":1892},[134],{"categories":1894},[70],{"categories":1896},[70],{"categories":1898},[70],{"categories":1900},[917],{"categories":1902},[70],{"categories":1904},[145],{"categories":1906},[70],{"categories":1908},[248],{"categories":1910},[145],{"categories":1912},[126],{"categories":1914},[70],{"categories":1916},[70],{"categories":1918},[70],{"categories":1920},[219],{"categories":1922},[70],{"categories":1924},[70],{"categories":1926},[70],{"categories":1928},[70],{"categories":1930},[126],{"categories":1932},[131],{"categories":1934},[70,121],{"categories":1936},[462],{"categories":1938},[70],{"categories":1940},[70],{"categories":1942},[145],{"categories":1944},[145],{"categories":1946},[219],{"categories":1948},[131],{"categories":1950},[131],{"categories":1952},[145],{"categories":1954},[70],{"categories":1956},[70],{"categories":1958},[70],{"categories":1960},[],{"categories":1962},[],{"categories":1964},[70],{"categories":1966},[170],{"categories":1968},[70],{"categories":1970},[131],{"categories":1972},[],{"categories":1974},[70],{"categories":1976},[70],{"categories":1978},[145],{"categories":1980},[170],{"categories":1982},[167],{"categories":1984},[219],{"categories":1986},[70],{"categories":1988},[131],{"categories":1990},[70],{"categories":1992},[145],{"categories":1994},[],{"categories":1996},[131],{"categories":1998},[70],{"categories":2000},[70],{"categories":2002},[70],{"categories":2004},[70],{"categories":2006},[],{"categories":2008},[131],{"categories":2010},[70],{"categories":2012},[70],{"categories":2014},[70],{"categories":2016},[],{"categories":2018},[131],{"categories":2020},[70],{"categories":2022},[70],{"categories":2024},[126],{"categories":2026},[70],{"categories":2028},[70],{"categories":2030},[],{"categories":2032},[121],{"categories":2034},[70],{"categories":2036},[70],{"categories":2038},[70],{"categories":2040},[219],{"categories":2042},[70],{"categories":2044},[145],{"categories":2046},[70],{"categories":2048},[121],{"categories":2050},[70],{"categories":2052},[145],{"categories":2054},[248],{"categories":2056},[131],{"categories":2058},[131],{"categories":2060},[70],{"categories":2062},[70],{"categories":2064},[70,219],{"categories":2066},[70],{"categories":2068},[131],{"categories":2070},[167],{"categories":2072},[70],{"categories":2074},[167],{"categories":2076},[131],{"categories":2078},[219],{"categories":2080},[70],{"categories":2082},[],{"categories":2084},[145],{"categories":2086},[289],{"categories":2088},[219],{"categories":2090},[145],{"categories":2092},[70],{"categories":2094},[134],{"categories":2096},[70],{"categories":2098},[70],{"categories":2100},[131],{"categories":2102},[],{"categories":2104},[],{"categories":2106},[70],{"categories":2108},[],{"categories":2110},[],{"categories":2112},[134],{"categories":2114},[145],{"categories":2116},[70],{"categories":2118},[131],{"categories":2120},[131],{"categories":2122},[126],{"categories":2124},[131],{"categories":2126},[289],{"categories":2128},[70],{"categories":2130},[70],{"categories":2132},[70],{"categories":2134},[156],{"categories":2136},[70],{"categories":2138},[70],{"categories":2140},[70],{"categories":2142},[145],{"categories":2144},[131],{"categories":2146},[70],{"categories":2148},[70],{"categories":2150},[145],{"categories":2152},[406],{"categories":2154},[131],{"categories":2156},[890],{"categories":2158},[],{"categories":2160},[219],{"categories":2162},[1804],{"categories":2164},[145],{"categories":2166},[],{"categories":2168},[],{"categories":2170},[70],{"categories":2172},[131],{"categories":2174},[],{"categories":2176},[],{"categories":2178},[70],{"categories":2180},[248],{"categories":2182},[70],{"categories":2184},[248],{"categories":2186},[131],{"categories":2188},[70],{"categories":2190},[70],{"categories":2192},[145],{"categories":2194},[134],{"categories":2196},[],{"categories":2198},[70],{"categories":2200},[70],{"categories":2202},[145],{"categories":2204},[1741],{"categories":2206},[219],{"categories":2208},[219],{"categories":2210},[70],{"categories":2212},[131],{"categories":2214},[121],{"categories":2216},[70],{"categories":2218},[70],{"categories":2220},[70],{"categories":2222},[70],{"categories":2224},[219],{"categories":2226},[219],{"categories":2228},[131],{"categories":2230},[131],{"categories":2232},[131],{"categories":2234},[70],{"categories":2236},[70],{"categories":2238},[],{"categories":2240},[70],{"categories":2242},[],{"categories":2244},[2245],"Interaction & Product Design",{"categories":2247},[70],{"categories":2249},[131],{"categories":2251},[145],{"categories":2253},[318],{"categories":2255},[167],{"categories":2257},[145],{"categories":2259},[70],{"categories":2261},[70],{"categories":2263},[70],{"categories":2265},[145],{"categories":2267},[70],{"categories":2269},[121],{"categories":2271},[131],{"categories":2273},[70],{"categories":2275},[],{"categories":2277},[131],{"categories":2279},[131],{"categories":2281},[131],{"categories":2283},[],{"categories":2285},[145],{"categories":2287},[70],{"categories":2289},[131],{"categories":2291},[121],{"categories":2293},[2245],{"categories":2295},[70],{"categories":2297},[121],{"categories":2299},[121],{"categories":2301},[],{"categories":2303},[131],{"categories":2305},[145],{"categories":2307},[],{"categories":2309},[131],{"categories":2311},[167],{"categories":2313},[70],{"categories":2315},[131],{"categories":2317},[70],{"categories":2319},[131],{"categories":2321},[131],{"categories":2323},[70],{"categories":2325},[70],{"categories":2327},[167],{"categories":2329},[170],{"categories":2331},[70],{"categories":2333},[134],{"categories":2335},[145],{"categories":2337},[2338],"Coding Agents & Dev Productivity",{"categories":2340},[167],{"categories":2342},[219],{"categories":2344},[70],{"categories":2346},[70],{"categories":2348},[],{"categories":2350},[70],{"categories":2352},[890],{"categories":2354},[],{"categories":2356},[70],{"categories":2358},[70],{"categories":2360},[289],{"categories":2362},[70],{"categories":2364},[167],{"categories":2366},[],{"categories":2368},[],{"categories":2370},[70],{"categories":2372},[],{"categories":2374},[131],{"categories":2376},[70],{"categories":2378},[],{"categories":2380},[145],{"categories":2382},[145],{"categories":2384},[70],{"categories":2386},[170],{"categories":2388},[],{"categories":2390},[70],{"categories":2392},[70],{"categories":2394},[70],{"categories":2396},[170],{"categories":2398},[145],{"categories":2400},[131],{"categories":2402},[],{"categories":2404},[],{"categories":2406},[70],{"categories":2408},[70],{"categories":2410},[131],{"categories":2412},[131],{"categories":2414},[383],{"categories":2416},[145],{"categories":2418},[145],{"categories":2420},[131],{"categories":2422},[167],{"categories":2424},[167],{"categories":2426},[131],{"categories":2428},[131],{"categories":2430},[70],{"categories":2432},[121],{"categories":2434},[2245],{"categories":2436},[134],{"categories":2438},[70,289],{"categories":2440},[170],{"categories":2442},[],{"categories":2444},[219],{"categories":2446},[131],{"categories":2448},[145],{"categories":2450},[121],{"categories":2452},[70],{"categories":2454},[131],{"categories":2456},[2457],"The Designer's Role & Craft",{"categories":2459},[219],{"categories":2461},[],{"categories":2463},[131],{"categories":2465},[70],{"categories":2467},[131],{"categories":2469},[131],{"categories":2471},[70],{"categories":2473},[248],{"categories":2475},[70],{"categories":2477},[145],{"categories":2479},[70],{"categories":2481},[219],{"categories":2483},[70],{"categories":2485},[],{"categories":2487},[131],{"categories":2489},[219],{"categories":2491},[134],{"categories":2493},[70],{"categories":2495},[70],{"categories":2497},[70],{"categories":2499},[2500],"AI UX Patterns",{"categories":2502},[131],{"categories":2504},[131],{"categories":2506},[131],{"categories":2508},[131],{"categories":2510},[248],{"categories":2512},[170],{"categories":2514},[70],{"categories":2516},[131],{"categories":2518},[70],{"categories":2520},[1242],{"categories":2522},[],{"categories":2524},[248],{"categories":2526},[131],{"categories":2528},[167],{"categories":2530},[145],{"categories":2532},[70],{"categories":2534},[131],{"categories":2536},[],{"categories":2538},[],{"categories":2540},[70],{"categories":2542},[70],{"categories":2544},[131],{"categories":2546},[70],{"categories":2548},[131],{"categories":2550},[383],{"categories":2552},[219],{"categories":2554},[70],{"categories":2556},[167],{"categories":2558},[145],{"categories":2560},[70],{"categories":2562},[131],{"categories":2564},[131],{"categories":2566},[],{"categories":2568},[70],{"categories":2570},[],{"categories":2572},[70],{"categories":2574},[],{"categories":2576},[70],{"categories":2578},[70],{"categories":2580},[70],{"categories":2582},[131],{"categories":2584},[145],{"categories":2586},[],{"categories":2588},[],{"categories":2590},[170],{"categories":2592},[156],{"categories":2594},[70],{"categories":2596},[70],{"categories":2598},[70],{"categories":2600},[170],{"categories":2602},[70],{"categories":2604},[70],{"categories":2606},[167],{"categories":2608},[70],{"categories":2610},[70],{"categories":2612},[70],{"categories":2614},[131],{"categories":2616},[70],{"categories":2618},[131],{"categories":2620},[70],{"categories":2622},[70],{"categories":2624},[70],{"categories":2626},[131],{"categories":2628},[],{"categories":2630},[70],{"categories":2632},[],{"categories":2634},[70],{"categories":2636},[70],{"categories":2638},[289],{"categories":2640},[70],{"categories":2642},[],{"categories":2644},[],{"categories":2646},[219],{"categories":2648},[917],{"categories":2650},[131],{"categories":2652},[121],{"categories":2654},[2457],{"categories":2656},[],{"categories":2658},[],{"categories":2660},[70],{"categories":2662},[],{"categories":2664},[],{"categories":2666},[145],{"categories":2668},[167],{"categories":2670},[248],{"categories":2672},[131],{"categories":2674},[126],{"categories":2676},[70],{"categories":2678},[70],{"categories":2680},[126],{"categories":2682},[],{"categories":2684},[219],{"categories":2686},[134],{"categories":2688},[70],{"categories":2690},[70],{"categories":2692},[131],{"categories":2694},[126],{"categories":2696},[70],{"categories":2698},[70],{"categories":2700},[121],{"categories":2702},[70],{"categories":2704},[70],{"categories":2706},[],{"categories":2708},[121],{"categories":2710},[70],{"categories":2712},[248],{"categories":2714},[131],{"categories":2716},[167],{"categories":2718},[70],{"categories":2720},[145],{"categories":2722},[70],{"categories":2724},[70],{"categories":2726},[126],{"categories":2728},[70],{"categories":2730},[70],{"categories":2732},[70],{"categories":2734},[131],{"categories":2736},[70],{"categories":2738},[],{"categories":2740},[70],{"categories":2742},[145],{"categories":2744},[121],{"categories":2746},[70],{"categories":2748},[70],{"categories":2750},[70],{"categories":2752},[],{"categories":2754},[70],{"categories":2756},[462],{"categories":2758},[131],{"categories":2760},[126],{"categories":2762},[167],{"categories":2764},[70],{"categories":2766},[70],{"categories":2768},[],{"categories":2770},[126],{"categories":2772},[126],{"categories":2774},[70],{"categories":2776},[70],{"categories":2778},[134],{"categories":2780},[70],{"categories":2782},[70],{"categories":2784},[70],{"categories":2786},[70],{"categories":2788},[145],{"categories":2790},[145],{"categories":2792},[70],{"categories":2794},[],{"categories":2796},[145],{"categories":2798},[70],{"categories":2800},[145],{"categories":2802},[131],{"categories":2804},[567],{"categories":2806},[],{"categories":2808},[],{"categories":2810},[70],{"categories":2812},[167],{"categories":2814},[],{"categories":2816},[289],{"categories":2818},[70],{"categories":2820},[70],{"categories":2822},[70],{"categories":2824},[219],{"categories":2826},[879],{"categories":2828},[],{"categories":2830},[70],{"categories":2832},[70],{"categories":2834},[70],{"categories":2836},[145],{"categories":2838},[70],{"categories":2840},[70],{"categories":2842},[70,289],{"categories":2844},[70],{"categories":2846},[70],{"categories":2848},[219],{"categories":2850},[131],{"categories":2852},[],{"categories":2854},[131],{"categories":2856},[131],{"categories":2858},[70],{"categories":2860},[70],{"categories":2862},[70],{"categories":2864},[70],{"categories":2866},[170],{"categories":2868},[70],{"categories":2870},[2500],{"categories":2872},[121],{"categories":2874},[170],{"categories":2876},[121],{"categories":2878},[145],{"categories":2880},[219],{"categories":2882},[131],{"categories":2884},[70],{"categories":2886},[],{"categories":2888},[126],{"categories":2890},[70],{"categories":2892},[70],{"categories":2894},[167],{"categories":2896},[70],{"categories":2898},[70],{"categories":2900},[70],{"categories":2902},[131],{"categories":2904},[70],{"categories":2906},[70],{"categories":2908},[70],{"categories":2910},[126],{"categories":2912},[],{"categories":2914},[289],{"categories":2916},[70],{"categories":2918},[383],{"categories":2920},[219],{"categories":2922},[219],{"categories":2924},[145],{"categories":2926},[131],{"categories":2928},[70],{"categories":2930},[126],{"categories":2932},[167],{"categories":2934},[70],{"categories":2936},[70],{"categories":2938},[70],{"categories":2940},[219],{"categories":2942},[131],{"categories":2944},[131],{"categories":2946},[70],{"categories":2948},[70],{"categories":2950},[521],{"categories":2952},[131],{"categories":2954},[],{"categories":2956},[70],{"categories":2958},[70],{"categories":2960},[70],{"categories":2962},[],{"categories":2964},[],{"categories":2966},[70],{"categories":2968},[70],{"categories":2970},[131],{"categories":2972},[70],{"categories":2974},[70],{"categories":2976},[70],{"categories":2978},[145],{"categories":2980},[70],{"categories":2982},[70],{"categories":2984},[131],{"categories":2986},[70],{"categories":2988},[70],{"categories":2990},[70],{"categories":2992},[70],{"categories":2994},[70],{"categories":2996},[],{"categories":2998},[145],{"categories":3000},[170],{"categories":3002},[70],{"categories":3004},[131],{"categories":3006},[131],{"categories":3008},[70],{"categories":3010},[70],{"categories":3012},[],{"categories":3014},[],{"categories":3016},[70],{"categories":3018},[70],{"categories":3020},[70],{"categories":3022},[167],{"categories":3024},[170],{"categories":3026},[],{"categories":3028},[70],{"categories":3030},[219],{"categories":3032},[70],{"categories":3034},[289],{"categories":3036},[1804],{"categories":3038},[167],{"categories":3040},[145],{"categories":3042},[70],{"categories":3044},[145],{"categories":3046},[145],{"categories":3048},[70],{"categories":3050},[70],{"categories":3052},[145],{"categories":3054},[167],{"categories":3056},[167],{"categories":3058},[289],{"categories":3060},[131],{"categories":3062},[],{"categories":3064},[167],{"categories":3066},[70],{"categories":3068},[131],{"categories":3070},[121],{"categories":3072},[145],{"categories":3074},[70],{"categories":3076},[167],{"categories":3078},[],{"categories":3080},[70],{"categories":3082},[145],{"categories":3084},[145],{"categories":3086},[170],{"categories":3088},[70],{"categories":3090},[167],{"categories":3092},[70],{"categories":3094},[145],{"categories":3096},[131],{"categories":3098},[131],{"categories":3100},[167],{"categories":3102},[131],{"categories":3104},[289],{"categories":3106},[131],{"categories":3108},[70],{"categories":3110},[70],{"categories":3112},[70],{"categories":3114},[70],{"categories":3116},[145],{"categories":3118},[70],{"categories":3120},[],{"categories":3122},[131],{"categories":3124},[126],{"categories":3126},[145],{"categories":3128},[],{"categories":3130},[],{"categories":3132},[70],{"categories":3134},[131],{"categories":3136},[70],{"categories":3138},[70],{"categories":3140},[3141],"Frameworks & Tooling",{"categories":3143},[70],{"categories":3145},[70],{"categories":3147},[145],{"categories":3149},[70],{"categories":3151},[70],{"categories":3153},[],{"categories":3155},[170],{"categories":3157},[170],{"categories":3159},[121],{"categories":3161},[70],{"categories":3163},[131],{"categories":3165},[70],{"categories":3167},[219],{"categories":3169},[],{"categories":3171},[1804],{"categories":3173},[70],{"categories":3175},[145],{"categories":3177},[70],{"categories":3179},[289],{"categories":3181},[289],{"categories":3183},[],{"categories":3185},[131],{"categories":3187},[131],{"categories":3189},[70],{"categories":3191},[70],{"categories":3193},[167],{"categories":3195},[131],{"categories":3197},[167],{"categories":3199},[70],{"categories":3201},[131],{"categories":3203},[],{"categories":3205},[219],{"categories":3207},[70],{"categories":3209},[70],{"categories":3211},[],{"categories":3213},[70],{"categories":3215},[131],{"categories":3217},[70],{"categories":3219},[70],{"categories":3221},[70],{"categories":3223},[],{"categories":3225},[145],{"categories":3227},[70],{"categories":3229},[145],{"categories":3231},[289],{"categories":3233},[70],{"categories":3235},[70],{"categories":3237},[70],{"categories":3239},[145],{"categories":3241},[126],{"categories":3243},[70],{"categories":3245},[1804],{"categories":3247},[],{"categories":3249},[131],{"categories":3251},[121],{"categories":3253},[70],{"categories":3255},[121],{"categories":3257},[70],{"categories":3259},[],{"categories":3261},[131],{"categories":3263},[70],{"categories":3265},[70],{"categories":3267},[3268],"AI Design Tooling",{"categories":3270},[219],{"categories":3272},[70],{"categories":3274},[70],{"categories":3276},[145],{"categories":3278},[219],{"categories":3280},[70],{"categories":3282},[70],{"categories":3284},[145],{"categories":3286},[167],{"categories":3288},[134],{"categories":3290},[145],{"categories":3292},[70],{"categories":3294},[70],{"categories":3296},[70],{"categories":3298},[131],{"categories":3300},[70],{"categories":3302},[],{"categories":3304},[131],{"categories":3306},[70],{"categories":3308},[70],{"categories":3310},[131],{"categories":3312},[70],{"categories":3314},[70],{"categories":3316},[70],{"categories":3318},[131],{"categories":3320},[],{"categories":3322},[131],{"categories":3324},[3141],{"categories":3326},[70],{"categories":3328},[70],{"categories":3330},[131],{"categories":3332},[131],{"categories":3334},[145],{"categories":3336},[145],{"categories":3338},[70],{"categories":3340},[],{"categories":3342},[145],{"categories":3344},[70],{"categories":3346},[70],{"categories":3348},[131],{"categories":3350},[126],{"categories":3352},[70],{"categories":3354},[],{"categories":3356},[70],{"categories":3358},[70],{"categories":3360},[2245],{"categories":3362},[],{"categories":3364},[70],{"categories":3366},[70],{"categories":3368},[70],{"categories":3370},[70],{"categories":3372},[219],{"categories":3374},[70],{"categories":3376},[],{"categories":3378},[70],{"categories":3380},[70],{"categories":3382},[70],{"categories":3384},[70],{"categories":3386},[248],{"categories":3388},[167],{"categories":3390},[70],{"categories":3392},[70],{"categories":3394},[1804],{"categories":3396},[121],{"categories":3398},[70],{"categories":3400},[70],{"categories":3402},[170],{"categories":3404},[70],{"categories":3406},[70],{"categories":3408},[167],{"categories":3410},[131],{"categories":3412},[],{"categories":3414},[70],{"categories":3416},[70],{"categories":3418},[219],{"categories":3420},[70],{"categories":3422},[248],{"categories":3424},[131],{"categories":3426},[70],{"categories":3428},[131],{"categories":3430},[],{"categories":3432},[],{"categories":3434},[],{"categories":3436},[121],{"categories":3438},[167],{"categories":3440},[131],{"categories":3442},[70],{"categories":3444},[70],{"categories":3446},[70],{"categories":3448},[70],{"categories":3450},[406],{"categories":3452},[219],{"categories":3454},[131],{"categories":3456},[70],{"categories":3458},[],{"categories":3460},[131],{"categories":3462},[131],{"categories":3464},[],{"categories":3466},[70],{"categories":3468},[131],{"categories":3470},[70],{"categories":3472},[],{"categories":3474},[70],{"categories":3476},[70],{"categories":3478},[70],{"categories":3480},[167],{"categories":3482},[219],{"categories":3484},[131],{"categories":3486},[219],{"categories":3488},[131],{"categories":3490},[70],{"categories":3492},[126],{"categories":3494},[],{"categories":3496},[],{"categories":3498},[70],{"categories":3500},[70],{"categories":3502},[70],{"categories":3504},[121],{"categories":3506},[131],{"categories":3508},[167],{"categories":3510},[],{"categories":3512},[219],{"categories":3514},[],{"categories":3516},[145],{"categories":3518},[70],{"categories":3520},[145],{"categories":3522},[219],{"categories":3524},[145],{"categories":3526},[70],{"categories":3528},[],{"categories":3530},[70],{"categories":3532},[70],{"categories":3534},[],{"categories":3536},[70],{"categories":3538},[70],{"categories":3540},[248],{"categories":3542},[70],{"categories":3544},[70],{"categories":3546},[289],{"categories":3548},[145],{"categories":3550},[70],{"categories":3552},[],{"categories":3554},[131],{"categories":3556},[70],{"categories":3558},[121],{"categories":3560},[521],{"categories":3562},[70],{"categories":3564},[70],{"categories":3566},[131],{"categories":3568},[70],{"categories":3570},[131],{"categories":3572},[70],{"categories":3574},[70],{"categories":3576},[70],{"categories":3578},[70],{"categories":3580},[],{"categories":3582},[70],{"categories":3584},[121],{"categories":3586},[70],{"categories":3588},[126],{"categories":3590},[145],{"categories":3592},[219],{"categories":3594},[],{"categories":3596},[70],{"categories":3598},[],{"categories":3600},[131],{"categories":3602},[70],{"categories":3604},[],{"categories":3606},[131],{"categories":3608},[70],{"categories":3610},[145],{"categories":3612},[219],{"categories":3614},[167],{"categories":3616},[70],{"categories":3618},[167],{"categories":3620},[131],{"categories":3622},[219],{"categories":3624},[70],{"categories":3626},[],{"categories":3628},[70],{"categories":3630},[156],{"categories":3632},[131],{"categories":3634},[70],{"categories":3636},[219],{"categories":3638},[167],{"categories":3640},[126],{"categories":3642},[145],{"categories":3644},[70],{"categories":3646},[70],{"categories":3648},[70],{"categories":3650},[70],{"categories":3652},[167],{"categories":3654},[248],{"categories":3656},[],{"categories":3658},[],{"categories":3660},[170],{"categories":3662},[462],{"categories":3664},[70],{"categories":3666},[131],{"categories":3668},[70,145],{"categories":3670},[167],{"categories":3672},[70],{"categories":3674},[70],{"categories":3676},[70],{"categories":3678},[70],{"categories":3680},[70],{"categories":3682},[70],{"categories":3684},[70],{"categories":3686},[131],{"categories":3688},[70],{"categories":3690},[131],{"categories":3692},[70],{"categories":3694},[70],{"categories":3696},[70],{"categories":3698},[],{"categories":3700},[70],{"categories":3702},[1242],{"categories":3704},[145],{"categories":3706},[219],{"categories":3708},[70],{"categories":3710},[70],{"categories":3712},[70],{"categories":3714},[170],{"categories":3716},[131],{"categories":3718},[248],{"categories":3720},[289],{"categories":3722},[],{"categories":3724},[145],{"categories":3726},[70],{"categories":3728},[126],{"categories":3730},[131],{"categories":3732},[121],{"categories":3734},[131],{"categories":3736},[70],{"categories":3738},[131],{"categories":3740},[131],{"categories":3742},[134],{"categories":3744},[145],{"categories":3746},[70],{"categories":3748},[70],{"categories":3750},[],{"categories":3752},[],{"categories":3754},[],{"categories":3756},[289],{"categories":3758},[70],{"categories":3760},[167],{"categories":3762},[70],{"categories":3764},[70],{"categories":3766},[70],{"categories":3768},[70],{"categories":3770},[],{"categories":3772},[70],{"categories":3774},[170],{"categories":3776},[126],{"categories":3778},[131],{"categories":3780},[70],{"categories":3782},[],{"categories":3784},[70],{"categories":3786},[131],{"categories":3788},[70],{"categories":3790},[289],{"categories":3792},[],{"categories":3794},[219],{"categories":3796},[219],{"categories":3798},[70],{"categories":3800},[131],{"categories":3802},[],{"categories":3804},[145],{"categories":3806},[70],{"categories":3808},[219],{"categories":3810},[70],{"categories":3812},[126],{"categories":3814},[131],{"categories":3816},[70],{"categories":3818},[],{"categories":3820},[167],{"categories":3822},[70],{"categories":3824},[70],{"categories":3826},[70],{"categories":3828},[219],{"categories":3830},[131],{"categories":3832},[167],{"categories":3834},[],{"categories":3836},[131],{"categories":3838},[126],{"categories":3840},[131],{"categories":3842},[219],{"categories":3844},[70],{"categories":3846},[70],{"categories":3848},[70],{"categories":3850},[462],{"categories":3852},[70],{"categories":3854},[131],{"categories":3856},[],{"categories":3858},[70],{"categories":3860},[70],{"categories":3862},[289],{"categories":3864},[167],{"categories":3866},[170],{"categories":3868},[567],{"categories":3870},[170],{"categories":3872},[170],{"categories":3874},[70],{"categories":3876},[],{"categories":3878},[],{"categories":3880},[],{"categories":3882},[131],{"categories":3884},[70],{"categories":3886},[131],{"categories":3888},[131],{"categories":3890},[145],{"categories":3892},[70],{"categories":3894},[439],{"categories":3896},[145],{"categories":3898},[131],{"categories":3900},[70],{"categories":3902},[70],{"categories":3904},[70],{"categories":3906},[70],{"categories":3908},[70],{"categories":3910},[131],{"categories":3912},[70],{"categories":3914},[],{"categories":3916},[],{"categories":3918},[70],{"categories":3920},[],{"categories":3922},[70],{"categories":3924},[131],{"categories":3926},[219],{"categories":3928},[70],{"categories":3930},[70],{"categories":3932},[],{"categories":3934},[131],{"categories":3936},[70],{"categories":3938},[70],{"categories":3940},[134],{"categories":3942},[70],{"categories":3944},[219],{"categories":3946},[70],{"categories":3948},[131],{"categories":3950},[126],{"categories":3952},[70],{"categories":3954},[70],{"categories":3956},[248],{"categories":3958},[131],{"categories":3960},[70],{"categories":3962},[70],{"categories":3964},[879],{"categories":3966},[70],{"categories":3968},[131],{"categories":3970},[70],{"categories":3972},[145],{"categories":3974},[70],{"categories":3976},[521],{"categories":3978},[219],{"categories":3980},[],{"categories":3982},[70],{"categories":3984},[70],{"categories":3986},[167],{"categories":3988},[462],{"categories":3990},[131],{"categories":3992},[70],{"categories":3994},[],{"categories":3996},[167],{"categories":3998},[383],{"categories":4000},[131],{"categories":4002},[131],{"categories":4004},[131],{"categories":4006},[70],{"categories":4008},[70],{"categories":4010},[131],{"categories":4012},[],{"categories":4014},[126],{"categories":4016},[70],{"categories":4018},[126],{"categories":4020},[131],{"categories":4022},[],{"categories":4024},[145],{"categories":4026},[70],{"categories":4028},[70],{"categories":4030},[121],{"categories":4032},[70],{"categories":4034},[167],{"categories":4036},[289],{"categories":4038},[156],{"categories":4040},[131],{"categories":4042},[131],{"categories":4044},[70],{"categories":4046},[70],{"categories":4048},[131],{"categories":4050},[70],{"categories":4052},[121],{"categories":4054},[],{"categories":4056},[131],{"categories":4058},[70],{"categories":4060},[70],{"categories":4062},[70],{"categories":4064},[131],{"categories":4066},[70],{"categories":4068},[],{"categories":4070},[70],{"categories":4072},[],{"categories":4074},[219],{"categories":4076},[131],{"categories":4078},[70,126],{"categories":4080},[131],{"categories":4082},[70],{"categories":4084},[],{"categories":4086},[121],{"categories":4088},[170],{"categories":4090},[126],{"categories":4092},[70],{"categories":4094},[145],{"categories":4096},[70],{"categories":4098},[70],{"categories":4100},[131],{"categories":4102},[70],{"categories":4104},[70],{"categories":4106},[70],{"categories":4108},[167],{"categories":4110},[1242],{"categories":4112},[131],{"categories":4114},[70],{"categories":4116},[],{"categories":4118},[],{"categories":4120},[70],{"categories":4122},[131],{"categories":4124},[70],{"categories":4126},[70],{"categories":4128},[289],{"categories":4130},[],{"categories":4132},[70],{"categories":4134},[131],{"categories":4136},[156],{"categories":4138},[131],{"categories":4140},[462],{"categories":4142},[],{"categories":4144},[406],{"categories":4146},[131],{"categories":4148},[70],{"categories":4150},[70],{"categories":4152},[248],{"categories":4154},[131],{"categories":4156},[70],{"categories":4158},[170],{"categories":4160},[134],{"categories":4162},[131],{"categories":4164},[70],{"categories":4166},[462],{"categories":4168},[70],{"categories":4170},[289],{"categories":4172},[126],{"categories":4174},[],{"categories":4176},[70],{"categories":4178},[70],{"categories":4180},[248],{"categories":4182},[219],{"categories":4184},[70],{"categories":4186},[70],{"categories":4188},[70],{"categories":4190},[],{"categories":4192},[248],{"categories":4194},[167],{"categories":4196},[70],{"categories":4198},[70],{"categories":4200},[70],{"categories":4202},[567],{"categories":4204},[121],{"categories":4206},[70],{"categories":4208},[134],{"categories":4210},[70],{"categories":4212},[],{"categories":4214},[],{"categories":4216},[219],{"categories":4218},[70],{"categories":4220},[170],{"categories":4222},[248],{"categories":4224},[131],{"categories":4226},[70],{"categories":4228},[70],{"categories":4230},[248],{"categories":4232},[167],{"categories":4234},[70],{"categories":4236},[],{"categories":4238},[70],{"categories":4240},[70],{"categories":4242},[],{"categories":4244},[70],{"categories":4246},[70],{"categories":4248},[592],{"categories":4250},[70],{"categories":4252},[70],{"categories":4254},[131],{"categories":4256},[145],{"categories":4258},[462],{"categories":4260},[70],{"categories":4262},[70],{"categories":4264},[70],{"categories":4266},[],{"categories":4268},[70,145],{"categories":4270},[167],{"categories":4272},[131],{"categories":4274},[145],{"categories":4276},[131],{"categories":4278},[917],{"categories":4280},[145],{"categories":4282},[145],{"categories":4284},[131],{"categories":4286},[70],{"categories":4288},[121],{"categories":4290},[],{"categories":4292},[],{"categories":4294},[131],{"categories":4296},[70],{"categories":4298},[145],{"categories":4300},[70],{"categories":4302},[121],{"categories":4304},[145],{"categories":4306},[145],{"categories":4308},[70],{"categories":4310},[248],{"categories":4312},[70],{"categories":4314},[145],{"categories":4316},[70],{"categories":4318},[],{"categories":4320},[70],{"categories":4322},[70],{"categories":4324},[219,70],{"categories":4326},[289],{"categories":4328},[121],{"categories":4330},[70],{"categories":4332},[],{"categories":4334},[70],{"categories":4336},[70],{"categories":4338},[126],{"categories":4340},[70],{"categories":4342},[126],{"categories":4344},[70],{"categories":4346},[70],{"categories":4348},[383],{"categories":4350},[70],{"categories":4352},[126],{"categories":4354},[145],{"categories":4356},[170],{"categories":4358},[131],{"categories":4360},[70],{"categories":4362},[145],{"categories":4364},[70],{"categories":4366},[70],{"categories":4368},[167],{"categories":4370},[248],{"categories":4372},[219],{"categories":4374},[70],{"categories":4376},[70],{"categories":4378},[70],{"categories":4380},[70],{"categories":4382},[121],{"categories":4384},[70],{"categories":4386},[131],{"categories":4388},[131],{"categories":4390},[145],{"categories":4392},[167],{"categories":4394},[145],{"categories":4396},[145],{"categories":4398},[70],{"categories":4400},[70],{"categories":4402},[],{"categories":4404},[],{"categories":4406},[170],{"categories":4408},[70],{"categories":4410},[145],{"categories":4412},[70],{"categories":4414},[219],{"categories":4416},[462],{"categories":4418},[406],{"categories":4420},[383],{"categories":4422},[70],{"categories":4424},[70],{"categories":4426},[70],{"categories":4428},[170],{"categories":4430},[70],{"categories":4432},[70],{"categories":4434},[70],{"categories":4436},[70],{"categories":4438},[70],{"categories":4440},[70],{"categories":4442},[70],{"categories":4444},[131],{"categories":4446},[121],{"categories":4448},[131],{"categories":4450},[70,126],{"categories":4452},[],{"categories":4454},[219],{"categories":4456},[],{"categories":4458},[134],{"categories":4460},[70],{"categories":4462},[167],{"categories":4464},[121],{"categories":4466},[70],{"categories":4468},[121],{"categories":4470},[131],{"categories":4472},[170],{"categories":4474},[131],{"categories":4476},[134],{"categories":4478},[131],{"categories":4480},[70],{"categories":4482},[70],{"categories":4484},[126],{"categories":4486},[131],{"categories":4488},[145],{"categories":4490},[248],{"categories":4492},[70],{"categories":4494},[70],{"categories":4496},[],{"categories":4498},[167],{"categories":4500},[70],{"categories":4502},[70],{"categories":4504},[70],{"categories":4506},[70],{"categories":4508},[70],{"categories":4510},[70],{"categories":4512},[145],{"categories":4514},[167],{"categories":4516},[145],{"categories":4518},[145],{"categories":4520},[70],{"categories":4522},[70],{"categories":4524},[70],{"categories":4526},[70],{"categories":4528},[406],{"categories":4530},[70],{"categories":4532},[131],{"categories":4534},[167],{"categories":4536},[70],{"categories":4538},[70],{"categories":4540},[70],{"categories":4542},[131],{"categories":4544},[70],{"categories":4546},[70],{"categories":4548},[70],{"categories":4550},[3141],{"categories":4552},[4553],"Clinical AI",{"categories":4555},[219],{"categories":4557},[70],{"categories":4559},[70],{"categories":4561},[70],{"categories":4563},[70],{"categories":4565},[289],{"categories":4567},[2500],{"categories":4569},[70],{"categories":4571},[134],{"categories":4573},[219],{"categories":4575},[70],{"categories":4577},[131],{"categories":4579},[70],{"categories":4581},[70],{"categories":4583},[167],{"categories":4585},[70],{"categories":4587},[131],{"categories":4589},[145],{"categories":4591},[248],{"categories":4593},[70],{"categories":4595},[70],{"categories":4597},[126],{"categories":4599},[70],{"categories":4601},[70],{"categories":4603},[521],{"categories":4605},[70],{"categories":4607},[],{"categories":4609},[131],{"categories":4611},[70],{"categories":4613},[145],{"categories":4615},[121],{"categories":4617},[70],{"categories":4619},[],{"categories":4621},[],{"categories":4623},[70],{"categories":4625},[],{"categories":4627},[126],{"categories":4629},[70],{"categories":4631},[70],{"categories":4633},[131],{"categories":4635},[70],{"categories":4637},[167],{"categories":4639},[167],{"categories":4641},[167],{"categories":4643},[167],{"categories":4645},[],{"categories":4647},[121],{"categories":4649},[131],{"categories":4651},[167],{"categories":4653},[70],{"categories":4655},[592],{"categories":4657},[134],{"categories":4659},[131],{"categories":4661},[70],{"categories":4663},[121],{"categories":4665},[70],{"categories":4667},[131],{"categories":4669},[70],{"categories":4671},[70],{"categories":4673},[70],{"categories":4675},[70,131],{"categories":4677},[131],{"categories":4679},[289],{"categories":4681},[167],{"categories":4683},[131],{"categories":4685},[167],{"categories":4687},[131],{"categories":4689},[70],{"categories":4691},[],{"categories":4693},[167],{"categories":4695},[248],{"categories":4697},[121],{"categories":4699},[70],{"categories":4701},[70],{"categories":4703},[],{"categories":4705},[145],{"categories":4707},[],{"categories":4709},[121],{"categories":4711},[131],{"categories":4713},[167],{"categories":4715},[70],{"categories":4717},[167],{"categories":4719},[121],{"categories":4721},[167],{"categories":4723},[167],{"categories":4725},[],{"categories":4727},[126],{"categories":4729},[131],{"categories":4731},[167],{"categories":4733},[167],{"categories":4735},[167],{"categories":4737},[167],{"categories":4739},[167],{"categories":4741},[167],{"categories":4743},[167],{"categories":4745},[167],{"categories":4747},[167],{"categories":4749},[167],{"categories":4751},[170],{"categories":4753},[121],{"categories":4755},[70],{"categories":4757},[70],{"categories":4759},[131],{"categories":4761},[131],{"categories":4763},[],{"categories":4765},[70],{"categories":4767},[70,121],{"categories":4769},[],{"categories":4771},[131],{"categories":4773},[70],{"categories":4775},[167],{"categories":4777},[131],{"categories":4779},[917],{"categories":4781},[70],{"categories":4783},[70],{"categories":4785},[70],{"categories":4787},[70],{"categories":4789},[70],{"categories":4791},[383],{"categories":4793},[70],{"categories":4795},[70],{"categories":4797},[131],{"categories":4799},[70],{"categories":4801},[70],{"categories":4803},[126],{"categories":4805},[134],{"categories":4807},[131],{"categories":4809},[131],{"categories":4811},[],{"categories":4813},[131],{"categories":4815},[219],{"categories":4817},[167],{"categories":4819},[70],{"categories":4821},[],{"categories":4823},[134],{"categories":4825},[],{"categories":4827},[145],{"categories":4829},[70],{"categories":4831},[131],{"categories":4833},[219],{"categories":4835},[70],{"categories":4837},[],{"categories":4839},[70],{"categories":4841},[70],{"categories":4843},[],{"categories":4845},[248],{"categories":4847},[70],{"categories":4849},[131],{"categories":4851},[],{"categories":4853},[],{"categories":4855},[167],{"categories":4857},[121],{"categories":4859},[70],{"categories":4861},[70],{"categories":4863},[126],{"categories":4865},[70],{"categories":4867},[70],{"categories":4869},[131],{"categories":4871},[70],{"categories":4873},[126],{"categories":4875},[126],{"categories":4877},[219],{"categories":4879},[],{"categories":4881},[70],{"categories":4883},[167],{"categories":4885},[],{"categories":4887},[70],{"categories":4889},[70],{"categories":4891},[219],{"categories":4893},[70],{"categories":4895},[70],{"categories":4897},[248],{"categories":4899},[70],{"categories":4901},[289],{"categories":4903},[],{"categories":4905},[131],{"categories":4907},[70],{"categories":4909},[248],{"categories":4911},[145],{"categories":4913},[],{"categories":4915},[70],{"categories":4917},[],{"categories":4919},[131],{"categories":4921},[219],{"categories":4923},[145],{"categories":4925},[],{"categories":4927},[3141],{"categories":4929},[126],{"categories":4931},[121],{"categories":4933},[70],{"categories":4935},[170],{"categories":4937},[131],{"categories":4939},[219],{"categories":4941},[70],{"categories":4943},[145],{"categories":4945},[],{"categories":4947},[],{"categories":4949},[70],{"categories":4951},[121],{"categories":4953},[70],{"categories":4955},[248],{"categories":4957},[],{"categories":4959},[131],{"categories":4961},[131],{"categories":4963},[70],{"categories":4965},[131],{"categories":4967},[70],{"categories":4969},[167],{"categories":4971},[145],{"categories":4973},[70],{"categories":4975},[131],{"categories":4977},[134],{"categories":4979},[70],{"categories":4981},[70],{"categories":4983},[70],{"categories":4985},[131],{"categories":4987},[70],{"categories":4989},[134],{"categories":4991},[248],{"categories":4993},[167],{"categories":4995},[],{"categories":4997},[248],{"categories":4999},[70],{"categories":5001},[],{"categories":5003},[145],{"categories":5005},[131],{"categories":5007},[],{"categories":5009},[70],{"categories":5011},[70],{"categories":5013},[70],{"categories":5015},[70],{"categories":5017},[70],{"categories":5019},[131],{"categories":5021},[126],{"categories":5023},[121],{"categories":5025},[131],{"categories":5027},[70],{"categories":5029},[219],{"categories":5031},[145],{"categories":5033},[145],{"categories":5035},[70],{"categories":5037},[170],{"categories":5039},[131],{"categories":5041},[70],{"categories":5043},[70],{"categories":5045},[131],{"categories":5047},[70],{"categories":5049},[70],{"categories":5051},[131],{"categories":5053},[126],{"categories":5055},[70],{"categories":5057},[219],{"categories":5059},[145],{"categories":5061},[131],{"categories":5063},[70],{"categories":5065},[134],{"categories":5067},[70],{"categories":5069},[131],{"categories":5071},[70],{"categories":5073},[70],{"categories":5075},[167],{"categories":5077},[70],{"categories":5079},[],{"categories":5081},[121],{"categories":5083},[70],{"categories":5085},[70],{"categories":5087},[70],{"categories":5089},[145],{"categories":5091},[145],{"categories":5093},[70],{"categories":5095},[145],{"categories":5097},[70],{"categories":5099},[131],{"categories":5101},[70],{"categories":5103},[70],{"categories":5105},[70],{"categories":5107},[70],{"categories":5109},[70],{"categories":5111},[],{"categories":5113},[70],{"categories":5115},[219],{"categories":5117},[131],{"categories":5119},[126],{"categories":5121},[167],{"categories":5123},[70],{"categories":5125},[131],{"categories":5127},[70],{"categories":5129},[131],{"categories":5131},[70],{"categories":5133},[70],{"categories":5135},[219],{"categories":5137},[131],{"categories":5139},[70],{"categories":5141},[248],{"categories":5143},[70],{"categories":5145},[170],{"categories":5147},[70],{"categories":5149},[70],{"categories":5151},[167],{"categories":5153},[70],{"categories":5155},[70],{"categories":5157},[70],{"categories":5159},[70],{"categories":5161},[131],{"categories":5163},[289],{"categories":5165},[70],{"categories":5167},[145],{"categories":5169},[131],{"categories":5171},[170],{"categories":5173},[],{"categories":5175},[131],{"categories":5177},[145],{"categories":5179},[70],{"categories":5181},[70],{"categories":5183},[2338],{"categories":5185},[219],{"categories":5187},[318],{"categories":5189},[70],{"categories":5191},[70],{"categories":5193},[70],{"categories":5195},[70],{"categories":5197},[121],{"categories":5199},[70],{"categories":5201},[70],{"categories":5203},[145],{"categories":5205},[126],{"categories":5207},[70],{"categories":5209},[145],{"categories":5211},[70],{"categories":5213},[],{"categories":5215},[131],{"categories":5217},[131],{"categories":5219},[70],{"categories":5221},[70],{"categories":5223},[70],{"categories":5225},[170],{"categories":5227},[],{"categories":5229},[167],{"categories":5231},[],{"categories":5233},[167],{"categories":5235},[70],{"categories":5237},[70],{"categories":5239},[131],{"categories":5241},[70],{"categories":5243},[131],{"categories":5245},[131],{"categories":5247},[],{"categories":5249},[70],{"categories":5251},[167],{"categories":5253},[70],{"categories":5255},[],{"categories":5257},[70],{"categories":5259},[70],{"categories":5261},[],{"categories":5263},[70],{"categories":5265},[70],{"categories":5267},[219],{"categories":5269},[145],{"categories":5271},[131],{"categories":5273},[70],{"categories":5275},[70],{"categories":5277},[70],{"categories":5279},[70],{"categories":5281},[248],{"categories":5283},[70],{"categories":5285},[70],{"categories":5287},[70],{"categories":5289},[121],{"categories":5291},[70],{"categories":5293},[70],{"categories":5295},[],{"categories":5297},[70],{"categories":5299},[70],{"categories":5301},[70],{"categories":5303},[],{"categories":5305},[121],{"categories":5307},[70],{"categories":5309},[70],{"categories":5311},[167],{"categories":5313},[145],{"categories":5315},[134],{"categories":5317},[131],{"categories":5319},[462],{"categories":5321},[70],{"categories":5323},[70],{"categories":5325},[70],{"categories":5327},[145],{"categories":5329},[167],{"categories":5331},[219],{"categories":5333},[70],{"categories":5335},[70],{"categories":5337},[70],{"categories":5339},[70],{"categories":5341},[167],{"categories":5343},[70],{"categories":5345},[219],{"categories":5347},[70],{"categories":5349},[70],{"categories":5351},[167],{"categories":5353},[219],{"categories":5355},[70],{"categories":5357},[167],{"categories":5359},[70],{"categories":5361},[131],{"categories":5363},[131],{"categories":5365},[131],{"categories":5367},[145],{"categories":5369},[167],{"categories":5371},[131],{"categories":5373},[131],{"categories":5375},[70],{"categories":5377},[145],{"categories":5379},[219],{"categories":5381},[70],{"categories":5383},[70],{"categories":5385},[131],{"categories":5387},[70],{"categories":5389},[],{"categories":5391},[131],{"categories":5393},[],{"categories":5395},[70],{"categories":5397},[70],{"categories":5399},[],{"categories":5401},[],{"categories":5403},[131],{"categories":5405},[126],{"categories":5407},[131],{"categories":5409},[5410],"Liability & Ethics",{"categories":5412},[70],{"categories":5414},[70],{"categories":5416},[70],{"categories":5418},[131],{"categories":5420},[121],{"categories":5422},[131],{"categories":5424},[126],{"categories":5426},[248],{"categories":5428},[131],{"categories":5430},[70],{"categories":5432},[70],{"categories":5434},[],{"categories":5436},[567],{"categories":5438},[131],{"categories":5440},[],{"categories":5442},[70],{"categories":5444},[121],{"categories":5446},[131],{"categories":5448},[],{"categories":5450},[131],{"categories":5452},[70],{"categories":5454},[70],{"categories":5456},[145],{"categories":5458},[70],{"categories":5460},[167],{"categories":5462},[70],{"categories":5464},[70],{"categories":5466},[134],{"categories":5468},[131],{"categories":5470},[70],{"categories":5472},[70],{"categories":5474},[70],{"categories":5476},[167],{"categories":5478},[131],{"categories":5480},[145],{"categories":5482},[219],{"categories":5484},[121],{"categories":5486},[70],{"categories":5488},[70],{"categories":5490},[70],{"categories":5492},[],{"categories":5494},[131],{"categories":5496},[131],{"categories":5498},[131],{"categories":5500},[462],{"categories":5502},[219],{"categories":5504},[131],{"categories":5506},[289],{"categories":5508},[145],{"categories":5510},[167],{"categories":5512},[70],{"categories":5514},[219],{"categories":5516},[70],{"categories":5518},[121],{"categories":5520},[],{"categories":5522},[131],{"categories":5524},[70],{"categories":5526},[70],{"categories":5528},[70],{"categories":5530},[70],{"categories":5532},[131],{"categories":5534},[70],{"categories":5536},[70],{"categories":5538},[219],{"categories":5540},[],{"categories":5542},[131],{"categories":5544},[134],{"categories":5546},[167],{"categories":5548},[131],{"categories":5550},[126],{"categories":5552},[],{"categories":5554},[70],{"categories":5556},[70],{"categories":5558},[134],{"categories":5560},[70],{"categories":5562},[131],{"categories":5564},[167],{"categories":5566},[121],{"categories":5568},[289],{"categories":5570},[70],{"categories":5572},[70],{"categories":5574},[70],{"categories":5576},[167],{"categories":5578},[126],{"categories":5580},[70],{"categories":5582},[219],{"categories":5584},[167],{"categories":5586},[289],{"categories":5588},[70],{"categories":5590},[131],{"categories":5592},[],{"categories":5594},[521],{"categories":5596},[],{"categories":5598},[70],{"categories":5600},[289],{"categories":5602},[70],{"categories":5604},[170],{"categories":5606},[70],{"categories":5608},[131],{"categories":5610},[131],{"categories":5612},[5613],"Design News & Tools",{"categories":5615},[70],{"categories":5617},[70],{"categories":5619},[167],{"categories":5621},[70],{"categories":5623},[70],{"categories":5625},[121],{"categories":5627},[131],{"categories":5629},[70],{"categories":5631},[219],{"categories":5633},[131],{"categories":5635},[131],{"categories":5637},[219],{"categories":5639},[70],{"categories":5641},[70],{"categories":5643},[462],{"categories":5645},[131],{"categories":5647},[70],{"categories":5649},[70],{"categories":5651},[462],{"categories":5653},[70],{"categories":5655},[248],{"categories":5657},[70],{"categories":5659},[131],{"categories":5661},[],{"categories":5663},[70],{"categories":5665},[70],{"categories":5667},[70],{"categories":5669},[167],{"categories":5671},[70],{"categories":5673},[121],{"categories":5675},[],{"categories":5677},[70],{"categories":5679},[70],{"categories":5681},[70],{"categories":5683},[145],{"categories":5685},[592],{"categories":5687},[145],{"categories":5689},[219],{"categories":5691},[70],{"categories":5693},[70,131],{"categories":5695},[248,126],{"categories":5697},[145],{"categories":5699},[70],{"categories":5701},[70],{"categories":5703},[70],{"categories":5705},[70],{"categories":5707},[],{"categories":5709},[131],{"categories":5711},[70],{"categories":5713},[],{"categories":5715},[70],{"categories":5717},[145],{"categories":5719},[70],{"categories":5721},[145],{"categories":5723},[],{"categories":5725},[131],{"categories":5727},[70],{"categories":5729},[126],{"categories":5731},[70],{"categories":5733},[167],{"categories":5735},[70],{"categories":5737},[],{"categories":5739},[131],{"categories":5741},[70],{"categories":5743},[],{"categories":5745},[219],{"categories":5747},[70],{"categories":5749},[70],{"categories":5751},[131],{"categories":5753},[70],{"categories":5755},[70],{"categories":5757},[121],{"categories":5759},[131],{"categories":5761},[70],{"categories":5763},[],{"categories":5765},[70],{"categories":5767},[289],{"categories":5769},[248],{"categories":5771},[126],{"categories":5773},[126],{"categories":5775},[70],{"categories":5777},[121],{"categories":5779},[121],{"categories":5781},[70],{"categories":5783},[131],{"categories":5785},[70],{"categories":5787},[70],{"categories":5789},[70],{"categories":5791},[70],{"categories":5793},[145],{"categories":5795},[70],{"categories":5797},[121],{"categories":5799},[70],{"categories":5801},[70],{"categories":5803},[131],{"categories":5805},[70],{"categories":5807},[248],{"categories":5809},[70],{"categories":5811},[167],{"categories":5813},[70],{"categories":5815},[70],{"categories":5817},[131],{"categories":5819},[134],{"categories":5821},[70],{"categories":5823},[70],{"categories":5825},[131],{"categories":5827},[],{"categories":5829},[145],{"categories":5831},[],{"categories":5833},[145],{"categories":5835},[131],{"categories":5837},[121],{"categories":5839},[70],{"categories":5841},[],{"categories":5843},[170],{"categories":5845},[289],{"categories":5847},[70],{"categories":5849},[145],{"categories":5851},[70],{"categories":5853},[],{"categories":5855},[167],{"categories":5857},[131],{"categories":5859},[145],{"categories":5861},[219],{"categories":5863},[126],{"categories":5865},[70],{"categories":5867},[70],{"categories":5869},[131],{"categories":5871},[145],{"categories":5873},[131],{"categories":5875},[167],{"categories":5877},[70],{"categories":5879},[134],{"categories":5881},[121],{"categories":5883},[134],{"categories":5885},[167],{"categories":5887},[70],{"categories":5889},[145],{"categories":5891},[70],{"categories":5893},[219],{"categories":5895},[126],{"categories":5897},[70],{"categories":5899},[70],{"categories":5901},[70],{"categories":5903},[70],{"categories":5905},[70],{"categories":5907},[70],{"categories":5909},[131],{"categories":5911},[70],{"categories":5913},[131],{"categories":5915},[70],{"categories":5917},[70],{"categories":5919},[121],{"categories":5921},[70],{"categories":5923},[131],{"categories":5925},[131],{"categories":5927},[219],{"categories":5929},[131],{"categories":5931},[131],{"categories":5933},[70],{"categories":5935},[121],{"categories":5937},[131],{"categories":5939},[219],{"categories":5941},[],{"categories":5943},[70],{"categories":5945},[170],{"categories":5947},[462],{"categories":5949},[70],{"categories":5951},[131],{"categories":5953},[70],{"categories":5955},[70],{"categories":5957},[145],{"categories":5959},[70],{"categories":5961},[],{"categories":5963},[70],{"categories":5965},[131],{"categories":5967},[70],{"categories":5969},[248],{"categories":5971},[70],{"categories":5973},[145],{"categories":5975},[70],{"categories":5977},[167],{"categories":5979},[131],{"categories":5981},[70],{"categories":5983},[248],{"categories":5985},[131],{"categories":5987},[126],{"categories":5989},[126],{"categories":5991},[70],{"categories":5993},[70],{"categories":5995},[70],{"categories":5997},[70],{"categories":5999},[70],{"categories":6001},[70],{"categories":6003},[121],{"categories":6005},[],{"categories":6007},[70],{"categories":6009},[70],{"categories":6011},[131],{"categories":6013},[131],{"categories":6015},[70],{"categories":6017},[70],{"categories":6019},[70],{"categories":6021},[70],{"categories":6023},[70],{"categories":6025},[145],{"categories":6027},[],{"categories":6029},[121],{"categories":6031},[70],{"categories":6033},[70],{"categories":6035},[131],{"categories":6037},[131],{"categories":6039},[],{"categories":6041},[145],{"categories":6043},[145],{"categories":6045},[70],{"categories":6047},[248],{"categories":6049},[126],{"categories":6051},[219],{"categories":6053},[],{"categories":6055},[70],{"categories":6057},[131],{"categories":6059},[121],{"categories":6061},[70],{"categories":6063},[70],{"categories":6065},[145],{"categories":6067},[121],{"categories":6069},[70],{"categories":6071},[70],{"categories":6073},[167],{"categories":6075},[170],{"categories":6077},[70],{"categories":6079},[167],{"categories":6081},[131],{"categories":6083},[70],{"categories":6085},[],{"categories":6087},[167],{"categories":6089},[131],{"categories":6091},[219],{"categories":6093},[170],{"categories":6095},[70],{"categories":6097},[70],{"categories":6099},[],{"categories":6101},[131],{"categories":6103},[131],{"categories":6105},[131],{"categories":6107},[3141],{"categories":6109},[167],{"categories":6111},[70],{"categories":6113},[145],{"categories":6115},[70],{"categories":6117},[70],{"categories":6119},[70],{"categories":6121},[70],{"categories":6123},[70],{"categories":6125},[126],{"categories":6127},[70],{"categories":6129},[121],{"categories":6131},[1804],{"categories":6133},[289],{"categories":6135},[121],{"categories":6137},[],{"categories":6139},[70],{"categories":6141},[],{"categories":6143},[167],{"categories":6145},[131],{"categories":6147},[219],{"categories":6149},[70],{"categories":6151},[70],{"categories":6153},[70],{"categories":6155},[167],{"categories":6157},[],{"categories":6159},[131],{"categories":6161},[70],{"categories":6163},[131],{"categories":6165},[131],{"categories":6167},[],{"categories":6169},[70],{"categories":6171},[],{"categories":6173},[167],{"categories":6175},[121],{"categories":6177},[219],{"categories":6179},[70],{"categories":6181},[131],{"categories":6183},[167],{"categories":6185},[70],{"categories":6187},[167],{"categories":6189},[],{"categories":6191},[167],{"categories":6193},[70],{"categories":6195},[121],{"categories":6197},[462],{"categories":6199},[131],{"categories":6201},[70],{"categories":6203},[],{"categories":6205},[145],{"categories":6207},[131],{"categories":6209},[134],{"categories":6211},[131],{"categories":6213},[121],{"categories":6215},[70],{"categories":6217},[70],{"categories":6219},[],{"categories":6221},[],{"categories":6223},[],{"categories":6225},[219],{"categories":6227},[70],{"categories":6229},[131],{"categories":6231},[70],{"categories":6233},[70],{"categories":6235},[],{"categories":6237},[],{"categories":6239},[],{"categories":6241},[70],{"categories":6243},[131],{"categories":6245},[219],{"categories":6247},[70],{"categories":6249},[],{"categories":6251},[131],{"categories":6253},[70],{"categories":6255},[70],{"categories":6257},[121],{"categories":6259},[],{"categories":6261},[],{"categories":6263},[70],{"categories":6265},[70],{"categories":6267},[131],{"categories":6269},[219],{"categories":6271},[70],{"categories":6273},[167],{"categories":6275},[],{"categories":6277},[70],{"categories":6279},[70],{"categories":6281},[248],{"categories":6283},[167],{"categories":6285},[248],{"categories":6287},[170],{"categories":6289},[70],{"categories":6291},[70],{"categories":6293},[],{"categories":6295},[],{"categories":6297},[131],{"categories":6299},[],{"categories":6301},[70],{"categories":6303},[462],{"categories":6305},[70],{"categories":6307},[70],{"categories":6309},[70],{"categories":6311},[70],{"categories":6313},[],{"categories":6315},[131],{"categories":6317},[70],{"categories":6319},[70],{"categories":6321},[],{"categories":6323},[131],{"categories":6325},[70],{"categories":6327},[167],{"categories":6329},[70],{"categories":6331},[248],{"categories":6333},[126],{"categories":6335},[134],{"categories":6337},[70],{"categories":6339},[70],{"categories":6341},[131],{"categories":6343},[170],{"categories":6345},[131],{"categories":6347},[131],{"categories":6349},[],{"categories":6351},[70],{"categories":6353},[131],{"categories":6355},[],{"categories":6357},[70],{"categories":6359},[],{"categories":6361},[167],{"categories":6363},[126],{"categories":6365},[],{"categories":6367},[70],{"categories":6369},[70],{"categories":6371},[70],{"categories":6373},[],{"categories":6375},[131],{"categories":6377},[219],{"categories":6379},[121],{"categories":6381},[70],{"categories":6383},[],{"categories":6385},[126],{"categories":6387},[248],{"categories":6389},[70],{"categories":6391},[145],{"categories":6393},[121],{"categories":6395},[170],{"categories":6397},[126],{"categories":6399},[145],{"categories":6401},[131],{"categories":6403},[145],{"categories":6405},[],{"categories":6407},[70],{"categories":6409},[134],{"categories":6411},[70],{"categories":6413},[],{"categories":6415},[131],{"categories":6417},[121],{"categories":6419},[219],{"categories":6421},[70],{"categories":6423},[121],{"categories":6425},[131],{"categories":6427},[289],{"categories":6429},[70],{"categories":6431},[70],{"categories":6433},[70],{"categories":6435},[70],{"categories":6437},[70],{"categories":6439},[121],{"categories":6441},[70],{"categories":6443},[145],{"categories":6445},[170],{"categories":6447},[131],{"categories":6449},[],{"categories":6451},[70],{"categories":6453},[70],{"categories":6455},[70],{"categories":6457},[145],{"categories":6459},[131],{"categories":6461},[167],{"categories":6463},[145],{"categories":6465},[70],{"categories":6467},[134],{"categories":6469},[],{"categories":6471},[219],{"categories":6473},[145],{"categories":6475},[167],{"categories":6477},[70],{"categories":6479},[121],{"categories":6481},[131],{"categories":6483},[70],{"categories":6485},[70],{"categories":6487},[131],{"categories":6489},[134],{"categories":6491},[70],{"categories":6493},[131],{"categories":6495},[70],{"categories":6497},[126],{"categories":6499},[131],{"categories":6501},[131,289],{"categories":6503},[70],{"categories":6505},[70],{"categories":6507},[131],{"categories":6509},[145],{"categories":6511},[70],{"categories":6513},[70],{"categories":6515},[170],{"categories":6517},[131],{"categories":6519},[248],{"categories":6521},[131],{"categories":6523},[126],{"categories":6525},[],{"categories":6527},[131],{"categories":6529},[70],{"categories":6531},[126],{"categories":6533},[],{"categories":6535},[],{"categories":6537},[145],{"categories":6539},[70],{"categories":6541},[70],{"categories":6543},[131],{"categories":6545},[170],{"categories":6547},[248],{"categories":6549},[70],{"categories":6551},[70],{"categories":6553},[70],{"categories":6555},[131],{"categories":6557},[],{"categories":6559},[131],{"categories":6561},[167],{"categories":6563},[70],{"categories":6565},[131],{"categories":6567},[131],{"categories":6569},[70],{"categories":6571},[],{"categories":6573},[167],{"categories":6575},[145],{"categories":6577},[3141],{"categories":6579},[121],{"categories":6581},[145],{"categories":6583},[70],{"categories":6585},[131],{"categories":6587},[70],{"categories":6589},[70],{"categories":6591},[248],{"categories":6593},[145],{"categories":6595},[170],{"categories":6597},[],{"categories":6599},[167],{"categories":6601},[70],{"categories":6603},[70],{"categories":6605},[],{"categories":6607},[131],{"categories":6609},[70],{"categories":6611},[70],{"categories":6613},[70],{"categories":6615},[70],{"categories":6617},[131],{"categories":6619},[70],{"categories":6621},[70],{"categories":6623},[70],{"categories":6625},[134],{"categories":6627},[70],{"categories":6629},[131],{"categories":6631},[70],{"categories":6633},[70],{"categories":6635},[70],{"categories":6637},[70],{"categories":6639},[70],{"categories":6641},[70],{"categories":6643},[70],{"categories":6645},[126],{"categories":6647},[],{"categories":6649},[134],{"categories":6651},[167],{"categories":6653},[131],{"categories":6655},[70],{"categories":6657},[145],{"categories":6659},[],{"categories":6661},[145],{"categories":6663},[145],{"categories":6665},[131],{"categories":6667},[145],{"categories":6669},[70],{"categories":6671},[70],{"categories":6673},[70],{"categories":6675},[131],{"categories":6677},[145],{"categories":6679},[70],{"categories":6681},[70],{"categories":6683},[70],{"categories":6685},[131],{"categories":6687},[167],{"categories":6689},[70],{"categories":6691},[70],{"categories":6693},[70],{"categories":6695},[126],{"categories":6697},[70],{"categories":6699},[131],{"categories":6701},[219],{"categories":6703},[],{"categories":6705},[70],{"categories":6707},[170],{"categories":6709},[131],{"categories":6711},[70],{"categories":6713},[70],{"categories":6715},[],{"categories":6717},[70],{"categories":6719},[70],{"categories":6721},[167],{"categories":6723},[70],{"categories":6725},[70],{"categories":6727},[131],{"categories":6729},[248],{"categories":6731},[],{"categories":6733},[],{"categories":6735},[145],{"categories":6737},[70],{"categories":6739},[70],{"categories":6741},[167],{"categories":6743},[70],{"categories":6745},[145],{"categories":6747},[167],{"categories":6749},[70],{"categories":6751},[70],{"categories":6753},[248],{"categories":6755},[170],{"categories":6757},[70],{"categories":6759},[70],{"categories":6761},[121],{"categories":6763},[131],{"categories":6765},[70],{"categories":6767},[70],{"categories":6769},[131],{"categories":6771},[126],{"categories":6773},[131],{"categories":6775},[145],{"categories":6777},[70],{"categories":6779},[126],{"categories":6781},[],{"categories":6783},[70],{"categories":6785},[170],{"categories":6787},[70],{"categories":6789},[70],{"categories":6791},[],{"categories":6793},[167],{"categories":6795},[70],{"categories":6797},[131],{"categories":6799},[170],{"categories":6801},[70],{"categories":6803},[145],{"categories":6805},[145],{"categories":6807},[145],{"categories":6809},[70],{"categories":6811},[131],{"categories":6813},[131],{"categories":6815},[70],{"categories":6817},[131],{"categories":6819},[70],{"categories":6821},[70],{"categories":6823},[219],{"categories":6825},[170],{"categories":6827},[170],{"categories":6829},[],{"categories":6831},[167],{"categories":6833},[70],{"categories":6835},[70],{"categories":6837},[145],{"categories":6839},[],{"categories":6841},[167],{"categories":6843},[167],{"categories":6845},[167],{"categories":6847},[],{"categories":6849},[131],{"categories":6851},[70],{"categories":6853},[],{"categories":6855},[121],{"categories":6857},[126],{"categories":6859},[],{"categories":6861},[70],{"categories":6863},[70],{"categories":6865},[],{"categories":6867},[145],{"categories":6869},[],{"categories":6871},[],{"categories":6873},[],{"categories":6875},[],{"categories":6877},[70],{"categories":6879},[167],{"categories":6881},[],{"categories":6883},[],{"categories":6885},[70],{"categories":6887},[70],{"categories":6889},[70],{"categories":6891},[170],{"categories":6893},[70],{"categories":6895},[170],{"categories":6897},[],{"categories":6899},[170],{"categories":6901},[170],{"categories":6903},[289],{"categories":6905},[131],{"categories":6907},[145],{"categories":6909},[],{"categories":6911},[],{"categories":6913},[170],{"categories":6915},[145],{"categories":6917},[145],{"categories":6919},[145],{"categories":6921},[],{"categories":6923},[121],{"categories":6925},[145],{"categories":6927},[145],{"categories":6929},[121],{"categories":6931},[145],{"categories":6933},[126],{"categories":6935},[145],{"categories":6937},[145],{"categories":6939},[145],{"categories":6941},[170],{"categories":6943},[167],{"categories":6945},[167],{"categories":6947},[70],{"categories":6949},[145],{"categories":6951},[170],{"categories":6953},[289],{"categories":6955},[170],{"categories":6957},[170],{"categories":6959},[170],{"categories":6961},[],{"categories":6963},[126],{"categories":6965},[],{"categories":6967},[289],{"categories":6969},[145],{"categories":6971},[145],{"categories":6973},[145],{"categories":6975},[131],{"categories":6977},[167,126],{"categories":6979},[170],{"categories":6981},[],{"categories":6983},[],{"categories":6985},[170],{"categories":6987},[],{"categories":6989},[170],{"categories":6991},[167],{"categories":6993},[131],{"categories":6995},[],{"categories":6997},[145],{"categories":6999},[70],{"categories":7001},[219],{"categories":7003},[],{"categories":7005},[70],{"categories":7007},[],{"categories":7009},[167],{"categories":7011},[121],{"categories":7013},[170],{"categories":7015},[],{"categories":7017},[145],{"categories":7019},[167],[7021,7093,7145,7195],{"id":7022,"title":7023,"ai":7024,"body":7030,"categories":7058,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7059,"navigation":98,"path":7080,"published_at":7081,"question":71,"scraped_at":7082,"seo":7083,"sitemap":7084,"source_id":7085,"source_name":7086,"source_type":105,"source_url":7087,"stem":7088,"tags":7089,"thumbnail_url":71,"tldr":7090,"tweet":71,"unknown_tags":7091,"__hash__":7092},"summaries\u002Fsummaries\u002Fd88c67bc01688cf4-run-gemma-4-on-iphone-at-40-tok-s-with-mlx-swift-l-summary.md","Run Gemma 4 on iPhone at 40 tok\u002Fs with MLX Swift LM",{"provider":7,"model":7025,"input_tokens":7026,"output_tokens":7027,"processing_time_ms":7028,"cost_usd":7029},"x-ai\u002Fgrok-4.1-fast",5742,1856,11537,0.00156955,{"type":14,"value":7031,"toc":7053},[7032,7036,7039,7043,7046,7050],[17,7033,7035],{"id":7034},"build-on-device-llm-apps-in-under-10-minutes","Build On-Device LLM Apps in Under 10 Minutes",[22,7037,7038],{},"Use MLX Swift LM GitHub repo to add native LLM inference to iOS, iPadOS, or macOS apps. The API downloads and loads models directly via Hugging Face integration—just pass the model ID. For Python or macOS scripting, use MLX examples from mlx-community. This powers apps like Locally AI, a free App Store chatbot supporting Apple Foundation models and open-source options. Quantize to 4-8 bit for iPhone compatibility: below 4-bit degrades output quality significantly, while 8-bit suits smaller models under 350M parameters. Models range 1-3GB, the main storage barrier, but latest iPhones handle them efficiently for text processing, automation via Shortcuts, and streaming UI.",[17,7040,7042],{"id":7041},"source-quantized-models-from-mlx-community","Source Quantized Models from MLX Community",[22,7044,7045],{},"Search Hugging Face's MLX Community for 4,000-5,000+ quantized weights (4-bit, 5-bit, 6-bit, 8-bit BF16, etc.), available ~30 minutes after lab releases. For Gemma 4 (Google's smaller variants), grab the 8-bit version and quantize to 4-bit for iPhone. Pass the repo ID (e.g., mlx-community\u002FGemma-4-8bit) to MLX Swift LM—it auto-downloads and runs. Test smaller Quen or small LM models for speed; larger ones like Gemma 4 excel in chat. Ecosystem expands with MLX VLM (vision), MLX Audio (speech), and MLX Video (generation), enabling multimodal on-device apps.",[17,7047,7049],{"id":7048},"hit-40-toks-offline-and-scale-to-older-devices","Hit 40 tok\u002Fs Offline and Scale to Older Devices",[22,7051,7052],{},"On latest iPhones, 4-bit Gemma 4 streams at 40 tokens\u002Fsecond—fast enough for real-time chat without waiting (e.g., long outputs in 4 seconds). Older iPhones drop to 20 tok\u002Fs, still viable for many apps. Demo shows live, offline generation rivaling cloud speed. MLX Swift LM supports tool calling (improved in recent models); structured outputs and custom packages are emerging via community efforts. Post-acquisition by LM Studio, integrate with its server for OpenAI\u002FAnthropic-compatible endpoints using MLX or Llama.cpp backends. Download Locally AI from App Store to try pre-vetted models instantly—no dev setup needed.",{"title":63,"searchDepth":64,"depth":64,"links":7054},[7055,7056,7057],{"id":7034,"depth":64,"text":7035},{"id":7041,"depth":64,"text":7042},{"id":7048,"depth":64,"text":7049},[70],{"content_references":7060,"triage":7076},[7061,7064,7066,7068,7070,7074],{"type":77,"title":7062,"context":7063},"MLX Swift LM","recommended",{"type":77,"title":7065,"context":80},"Locally AI",{"type":77,"title":7067,"context":80},"LM Studio",{"type":77,"title":7069,"context":7063},"Hugging Face MLX Community",{"type":7071,"title":7072,"author":7073,"context":80},"other","Gemma 4","Google",{"type":7071,"title":7075,"context":80},"MLX VLM",{"relevance":95,"novelty":7077,"quality":95,"actionability":95,"composite":7078,"reasoning":7079},3,3.8,"Category: AI & LLMs. The article provides practical guidance on integrating MLX Swift LM for on-device LLM applications, addressing the audience's need for actionable content. It details how to achieve efficient model inference on iPhones, which is relevant for developers looking to implement AI features in mobile apps.","\u002Fsummaries\u002Fd88c67bc01688cf4-run-gemma-4-on-iphone-at-40-tok-s-with-mlx-swift-l-summary","2026-04-20 21:53:25","2026-04-21 15:11:39",{"title":7023,"description":63},{"loc":7080},"4a7efc75d166a49a","AI Engineer","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=a2muGkT4WD4","summaries\u002Fd88c67bc01688cf4-run-gemma-4-on-iphone-at-40-tok-s-with-mlx-swift-l-summary",[109,110],"Install MLX Swift LM in iOS apps to run 4-8 bit quantized Gemma 4 from Hugging Face MLX community, achieving 40 tokens\u002Fsecond on latest iPhones for offline chatbot inference.",[],"WLXptfgWL4lMA5vdl-HOUaWXdq4kZ_I1irrkR1uevdU",{"id":7094,"title":7095,"ai":7096,"body":7101,"categories":7127,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7128,"navigation":98,"path":7132,"published_at":7133,"question":71,"scraped_at":7134,"seo":7135,"sitemap":7136,"source_id":7137,"source_name":7138,"source_type":105,"source_url":7139,"stem":7140,"tags":7141,"thumbnail_url":71,"tldr":7142,"tweet":71,"unknown_tags":7143,"__hash__":7144},"summaries\u002Fsummaries\u002F67113b3688836a86-gemini-notebooklm-chats-become-cited-sources-summary.md","Gemini-NotebookLM: Chats Become Cited Sources",{"provider":7,"model":7025,"input_tokens":7097,"output_tokens":7098,"processing_time_ms":7099,"cost_usd":7100},4120,1271,11306,0.0009525,{"type":14,"value":7102,"toc":7123},[7103,7107,7110,7113,7117,7120],[17,7104,7106],{"id":7105},"build-isolated-notebooks-for-focused-ai-queries","Build Isolated Notebooks for Focused AI Queries",[22,7108,7109],{},"Create dedicated workspaces in Gemini mirroring Claude projects or OpenAI custom GPTs: Name your notebook (e.g., \"Quantum Computing Notebook 2026\"), and it appears instantly in NotebookLM. This isolates chats and sources from general Gemini conversations, keeping research contained and context-specific. Add resources directly from Google Drive—select files like quantum computing docs—and they sync bidirectionally to NotebookLM. Query trends (e.g., \"What are quantum computing trends in 2026?\") within the notebook for responses grounded solely in your uploaded sources, reducing hallucination risks compared to broad Gemini chats.",[22,7111,7112],{},"Select models per query: fast for speed, thinking for reasoning, or pro for depth. This setup delivers production-ready research environments where AI stays on-topic without cross-contaminating other projects.",[17,7114,7116],{"id":7115},"chats-auto-feed-as-dynamic-cited-sources","Chats Auto-Feed as Dynamic, Cited Sources",[22,7118,7119],{},"The killer feature: Gemini chats within a notebook become live sources in NotebookLM. After querying in Gemini, switch to NotebookLM—the chat history appears as a citable resource. NotebookLM pulls from it directly, quoting your prior Gemini response with inline citations (e.g., linking back to the exact chat).",[22,7121,7122],{},"This creates a feedback loop: Ask in Gemini, get an answer based on Drive sources; that chat enriches NotebookLM, fueling deeper follow-ups with citations. For quantum trends, NotebookLM cited the Gemini chat alongside Drive files, blending static docs with dynamic conversation history. Trade-off: Relies on Google ecosystem (Drive integration), so export limitations apply for non-Google workflows. Outcome: Turns scattered chats into organized, verifiable research faster than manual note-taking—prototype in under 2 minutes.",{"title":63,"searchDepth":64,"depth":64,"links":7124},[7125,7126],{"id":7105,"depth":64,"text":7106},{"id":7115,"depth":64,"text":7116},[70],{"content_references":7129,"triage":7130},[],{"relevance":94,"novelty":95,"quality":95,"actionability":95,"composite":96,"reasoning":7131},"Category: AI & LLMs. The article provides a detailed overview of integrating Gemini and NotebookLM for building focused research environments, addressing the audience's need for practical AI applications. It offers specific features like bidirectional syncing with Google Drive and the ability to create citable sources, which are actionable insights for product builders.","\u002Fsummaries\u002F67113b3688836a86-gemini-notebooklm-chats-become-cited-sources-summary","2026-04-16 19:30:07","2026-04-19 03:37:20",{"title":7095,"description":63},{"loc":7132},"67113b3688836a86","Gen AI Spotlight","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=ibpcpAUWWQE","summaries\u002F67113b3688836a86-gemini-notebooklm-chats-become-cited-sources-summary",[110,109],"Integrate Gemini and NotebookLM to build isolated notebooks with Drive sources; Gemini chats auto-sync as cited references in NotebookLM, enabling self-reinforcing research loops.",[],"MqdnrcPPCmaT89oRLHLgPN6wT7nD4QZ30BOQuaZUTJk",{"id":7146,"title":7147,"ai":7148,"body":7153,"categories":7181,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7182,"navigation":98,"path":7183,"published_at":7184,"question":71,"scraped_at":71,"seo":7185,"sitemap":7186,"source_id":7187,"source_name":7188,"source_type":105,"source_url":7189,"stem":7190,"tags":7191,"thumbnail_url":71,"tldr":7192,"tweet":71,"unknown_tags":7193,"__hash__":7194},"summaries\u002Fsummaries\u002Fai-emotional-support-trap-sounds-safe-lacks-true-u-summary.md","AI Emotional Support Trap: Sounds Safe, Lacks True Understanding",{"provider":7,"model":7025,"input_tokens":7149,"output_tokens":7150,"processing_time_ms":7151,"cost_usd":7152},3704,1429,15281,0.00143265,{"type":14,"value":7154,"toc":7176},[7155,7159,7162,7166,7169,7173],[17,7156,7158],{"id":7157},"ais-superficial-empathy-risks-false-security","AI's Superficial Empathy Risks False Security",[22,7160,7161],{},"AI excels at detecting patterns in user input to generate responses that sound thoughtful and accurate, but it only processes text—not the full context of a human life. This creates the primary danger: responses feel safe and validating enough to foster an illusion of being truly understood, despite lacking genuine comprehension or empathy. In 2026, while AI offers instant, non-interruptive support during emotional distress, users must recognize this as pattern-based simulation, not psychological insight.",[17,7163,7165],{"id":7164},"triggers-for-turning-to-ai-over-humans","Triggers for Turning to AI Over Humans",[22,7167,7168],{},"People commonly seek AI chats when overwhelmed by exhaustion, anxiety, loneliness, or feeling emotionally trapped. They avoid burdening friends and hesitate on professional therapy, making AI's availability appealing. This pattern normalizes AI as a first resort, amplifying the risk of mistaking scripted reassurance for real support.",[17,7170,7172],{"id":7171},"boundaries-ai-capabilities-vs-therapy-limits","Boundaries: AI Capabilities vs. Therapy Limits",[22,7174,7175],{},"AI provides accessible emotional venting tools but cannot replicate therapy's depth. The article outlines 2026-era psychological applications (e.g., pattern spotting), explicit limits, and a firm rule: never confuse AI with professional human intervention. Content cuts off early, limiting specifics, but emphasizes vigilance to prevent dependency on illusory understanding.",{"title":63,"searchDepth":64,"depth":64,"links":7177},[7178,7179,7180],{"id":7157,"depth":64,"text":7158},{"id":7164,"depth":64,"text":7165},{"id":7171,"depth":64,"text":7172},[70],{},"\u002Fsummaries\u002Fai-emotional-support-trap-sounds-safe-lacks-true-u-summary","2026-04-08 21:21:20",{"title":7147,"description":63},{"loc":7183},"1bfa343fdca5f380","Generative AI","https:\u002F\u002Funknown","summaries\u002Fai-emotional-support-trap-sounds-safe-lacks-true-u-summary",[109,110],"AI chatbots deliver instant, empathetic-sounding responses via text pattern-matching, creating a false sense of safety—never replace real therapy.",[],"ZsTG9rCW9fwh8fIFxJMsP8rbtcSV_EQXaq2VUGWtGlk",{"id":7196,"title":7197,"ai":7198,"body":7203,"categories":7231,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":7232,"navigation":98,"path":7233,"published_at":7234,"question":71,"scraped_at":71,"seo":7235,"sitemap":7236,"source_id":7237,"source_name":7238,"source_type":105,"source_url":7189,"stem":7239,"tags":7240,"thumbnail_url":71,"tldr":7241,"tweet":71,"unknown_tags":7242,"__hash__":7243},"summaries\u002Fsummaries\u002Fgemma-4-s-26b-moe-beats-4b-speed-matches-31b-outpu-summary.md","Gemma 4's 26B MoE Beats 4B Speed, Matches 31B Output",{"provider":7,"model":7025,"input_tokens":7199,"output_tokens":7200,"processing_time_ms":7201,"cost_usd":7202},3769,1029,10081,0.00124565,{"type":14,"value":7204,"toc":7226},[7205,7209,7212,7216,7219,7223],[17,7206,7208],{"id":7207},"gemma-4-model-specs-and-architectures","Gemma 4 Model Specs and Architectures",[22,7210,7211],{},"Google released four Apache 2.0 Gemma 4 models: E2B (effective 2B, 2.3B actual params for smartphones\u002FCPUs), E4B (effective 4B, 4.5B params needing 8GB RAM for mid-range machines), 26B MoE (25.2B total params but only 3.8B activate per token via Mixture of Experts routing to specialist layers, mimicking 26B output at 4B compute), and 31B Dense (full dense model). All free for commercial use.",[17,7213,7215],{"id":7214},"hands-on-benchmark-results","Hands-On Benchmark Results",[22,7217,7218],{},"Local tests across identical tasks showed the 26B MoE outperforming expectations: faster inference than E4B (significantly so) and within 2% of 31B Dense on every benchmark. This MoE design cuts compute by activating only a subset of experts per token, delivering large-model quality without full-network overhead—use it over smaller models for production where speed and capability matter.",[17,7220,7222],{"id":7221},"practical-pick-run-the-26b-moe","Practical Pick: Run the 26B MoE",[22,7224,7225],{},"Skip E2B\u002FE4B for most tasks; deploy 26B MoE on machines handling 4B-class loads to get near-topline results. Matches real-world needs for balancing param count, speed, and output without rate limits or costs.",{"title":63,"searchDepth":64,"depth":64,"links":7227},[7228,7229,7230],{"id":7207,"depth":64,"text":7208},{"id":7214,"depth":64,"text":7215},{"id":7221,"depth":64,"text":7222},[70],{},"\u002Fsummaries\u002Fgemma-4-s-26b-moe-beats-4b-speed-matches-31b-outpu-summary","2026-04-08 21:21:18",{"title":7197,"description":63},{"loc":7233},"2bebfab8c51df0fd","Towards AI","summaries\u002Fgemma-4-s-26b-moe-beats-4b-speed-matches-31b-outpu-summary",[109,110],"Google's Gemma 4 26B MoE model (25.2B params, 3.8B active) runs faster than the E4B while scoring within 2% of the 31B on benchmarks—ideal for high performance at low compute.",[],"FfsU4KSjLImGGG2oobVUVspKvS8phtv-rQsSNvgPKxE"]