[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-7ee0a00fe665659c-gpt-5-5-real-costs-rise-49-92-over-predecessor-by-summary":3,"summaries-facets-categories":200,"summary-related-7ee0a00fe665659c-gpt-5-5-real-costs-rise-49-92-over-predecessor-by-summary":7105},{"id":4,"title":5,"ai":6,"body":13,"categories":159,"created_at":160,"date_modified":160,"description":153,"extension":161,"faq":160,"featured":162,"kicker_label":160,"meta":163,"navigation":184,"path":185,"published_at":186,"question":160,"scraped_at":187,"seo":188,"sitemap":189,"source_id":190,"source_name":191,"source_type":192,"source_url":193,"stem":194,"tags":195,"thumbnail_url":160,"tldr":197,"tweet":160,"unknown_tags":198,"__hash__":199},"summaries\u002Fsummaries\u002F7ee0a00fe665659c-gpt-5-5-real-costs-rise-49-92-over-predecessor-by-summary.md","GPT-5.5 Real Costs Rise 49-92% Over Predecessor by Input",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",4144,2511,24263,0.00206165,{"type":14,"value":15,"toc":152},"minimark",[16,21,25,135,138,142,145,149],[17,18,20],"h2",{"id":19},"pricing-hike-drives-input-dependent-cost-increases","Pricing Hike Drives Input-Dependent Cost Increases",[22,23,24],"p",{},"GPT-5.5 lists input tokens at $5 per million (up from $2.50) and output at $30 per million (up from $15), doubling GPT-5.4 rates. OpenRouter's April 2026 usage logs reveal effective costs per million tokens rose 49-92% in practice:",[26,27,28,47],"table",{},[29,30,31],"thead",{},[32,33,34,38,41,44],"tr",{},[35,36,37],"th",{},"Input length",[35,39,40],{},"GPT-5.4 ($\u002FM)",[35,42,43],{},"GPT-5.5 ($\u002FM)",[35,45,46],{},"Change",[48,49,50,65,79,93,107,121],"tbody",{},[32,51,52,56,59,62],{},[53,54,55],"td",{},"\u003C 2K",[53,57,58],{},"4.89",[53,60,61],{},"9.37",[53,63,64],{},"+92%",[32,66,67,70,73,76],{},[53,68,69],{},"2K-10K",[53,71,72],{},"2.25",[53,74,75],{},"3.81",[53,77,78],{},"+69%",[32,80,81,84,87,90],{},[53,82,83],{},"10K-25K",[53,85,86],{},"1.42",[53,88,89],{},"2.15",[53,91,92],{},"+51%",[32,94,95,98,101,104],{},[53,96,97],{},"25K-50K",[53,99,100],{},"1.02",[53,102,103],{},"1.65",[53,105,106],{},"+62%",[32,108,109,112,115,118],{},[53,110,111],{},"50K-128K",[53,113,114],{},"0.74",[53,116,117],{},"1.10",[53,119,120],{},"+49%",[32,122,123,126,129,132],{},[53,124,125],{},"128K+",[53,127,128],{},"0.71",[53,130,131],{},"1.31",[53,133,134],{},"+85%",[22,136,137],{},"OpenAI claims shorter responses offset increases, but data shows limited relief: costs nearly double for short inputs under 2,000 tokens where responses stay similar length.",[17,139,141],{"id":140},"response-length-shifts-fail-to-fully-compensate","Response Length Shifts Fail to Fully Compensate",[22,143,144],{},"For inputs over 10,000 tokens, GPT-5.5 generates 19-34% shorter responses, moderating cost growth to 49-62% in mid-ranges. However, 2,000-10,000 token inputs see 52% longer responses, amplifying hikes to 69%. Short inputs yield negligible length changes, pushing effective costs up 92%. Builders optimizing LLM calls must factor these patterns—favor longer contexts to leverage brevity gains, but test real workloads as benchmarks mislead.",[17,146,148],{"id":147},"benchmarks-mask-real-world-expenses-signaling-broader-trends","Benchmarks Mask Real-World Expenses, Signaling Broader Trends",[22,150,151],{},"Artificial Analysis reported only 20% higher costs on benchmarks, understating production impacts from diverse tasks. Anthropic mirrored this with 30-40% Opus 4.7 price jumps from elevated token use despite flat rates. As OpenAI and Anthropic eye IPOs, expect sustained climbs; select models by actual input distributions and monitor token efficiency to control budgets in AI pipelines.",{"title":153,"searchDepth":154,"depth":154,"links":155},"",2,[156,157,158],{"id":19,"depth":154,"text":20},{"id":140,"depth":154,"text":141},{"id":147,"depth":154,"text":148},[],null,"md",false,{"content_references":164,"triage":179},[165,170,173,176],{"type":166,"title":167,"url":168,"context":169},"report","opus-47 tokenizer analysis","https:\u002F\u002Fopenrouter.ai\u002Fannouncements\u002Fopus-47-tokenizer-analysis","cited",{"type":166,"title":171,"url":172,"context":169},"GPT-5.5 tops benchmarks but still hallucinates frequently at a 20 percent higher API cost","https:\u002F\u002Fthe-decoder.com\u002Fgpt-5-5-tops-benchmarks-but-still-hallucinates-frequently-at-a-20-percent-higher-api-cost\u002F",{"type":166,"title":174,"url":175,"context":169},"First token counts reveal Opus 4.7 costs significantly more than 4.6 despite Anthropic's flat pricing","https:\u002F\u002Fthe-decoder.com\u002Ffirst-token-counts-reveal-opus-4-7-costs-significantly-more-than-4-6-despite-anthropics-flat-pricing\u002F",{"type":166,"title":177,"url":178,"context":169},"OpenAI and Anthropic before the IPO: different balance sheets make comparison difficult","https:\u002F\u002Fthe-decoder.com\u002Fopenai-and-anthropic-before-the-ipo-different-balance-sheets-make-comparison-difficult\u002F",{"relevance":180,"novelty":181,"quality":180,"actionability":181,"composite":182,"reasoning":183},4,3,3.6,"Category: AI & LLMs. The article discusses the significant cost increases associated with GPT-5.5 compared to its predecessor, which is relevant for product builders considering LLM integration. It provides insights into pricing structures and real-world implications, but lacks detailed actionable steps for optimizing costs in AI pipelines.",true,"\u002Fsummaries\u002F7ee0a00fe665659c-gpt-5-5-real-costs-rise-49-92-over-predecessor-by-summary","2026-05-10 08:05:58","2026-05-10 15:26:46",{"title":5,"description":153},{"loc":185},"7ee0a00fe665659c","The Decoder","article","https:\u002F\u002Fthe-decoder.com\u002Fgpt-5-5-costs-49-to-92-percent-more-than-its-predecessor-depending-on-the-input-length\u002F","summaries\u002F7ee0a00fe665659c-gpt-5-5-real-costs-rise-49-92-over-predecessor-by-summary",[196],"llm","GPT-5.5 doubles token prices to $5\u002FM input and $30\u002FM output, yielding 49-92% higher real-world costs than GPT-5.4 across input lengths, per OpenRouter logs, as response shortening doesn't fully offset hikes.",[],"KxzauCJW4jvbLRadl5jEhYCdTrmGTckdb4XrCm5y6T0",[201,204,207,209,212,214,217,220,222,224,226,228,231,233,235,237,239,242,244,246,248,250,253,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,305,307,309,311,313,315,317,319,321,323,325,327,329,331,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,375,377,379,381,383,385,387,389,391,393,395,397,399,401,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,469,471,473,475,477,479,481,483,485,487,489,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,525,527,529,531,533,535,537,539,541,543,545,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,607,609,611,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,653,655,657,659,661,663,665,667,669,671,673,675,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,965,967,969,971,973,976,978,980,982,984,986,988,990,992,994,996,998,1000,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011,7013,7015,7017,7019,7021,7023,7025,7027,7029,7031,7033,7035,7037,7039,7041,7043,7045,7047,7049,7051,7053,7055,7057,7059,7061,7063,7065,7067,7069,7071,7073,7075,7077,7079,7081,7083,7085,7087,7089,7091,7093,7095,7097,7099,7101,7103],{"categories":202},[203],"AI & LLMs",{"categories":205},[206],"Developer Productivity",{"categories":208},[203],{"categories":210},[211],"Business & SaaS",{"categories":213},[203],{"categories":215},[216],"AI Automation",{"categories":218},[219],"Product Strategy",{"categories":221},[216],{"categories":223},[203],{"categories":225},[206],{"categories":227},[216],{"categories":229},[230],"Software Engineering",{"categories":232},[203],{"categories":234},[211],{"categories":236},[],{"categories":238},[203],{"categories":240},[241],"Inference & Serving",{"categories":243},[203],{"categories":245},[203],{"categories":247},[216],{"categories":249},[],{"categories":251},[252],"AI News & Trends",{"categories":254},[255],"Data Science & Visualization",{"categories":257},[216],{"categories":259},[203],{"categories":261},[203],{"categories":263},[211],{"categories":265},[206],{"categories":267},[203],{"categories":269},[216],{"categories":271},[252],{"categories":273},[203],{"categories":275},[216],{"categories":277},[216],{"categories":279},[203],{"categories":281},[203],{"categories":283},[216],{"categories":285},[203],{"categories":287},[203],{"categories":289},[203],{"categories":291},[216],{"categories":293},[252],{"categories":295},[203],{"categories":297},[203],{"categories":299},[203],{"categories":301},[],{"categories":303},[304],"Design & Frontend",{"categories":306},[255],{"categories":308},[252],{"categories":310},[203],{"categories":312},[203],{"categories":314},[203],{"categories":316},[],{"categories":318},[203],{"categories":320},[203],{"categories":322},[216],{"categories":324},[230],{"categories":326},[203],{"categories":328},[216],{"categories":330},[203],{"categories":332},[333],"Marketing & Growth",{"categories":335},[304],{"categories":337},[203],{"categories":339},[216],{"categories":341},[203],{"categories":343},[203],{"categories":345},[230],{"categories":347},[203],{"categories":349},[],{"categories":351},[],{"categories":353},[304],{"categories":355},[203],{"categories":357},[216],{"categories":359},[206],{"categories":361},[230],{"categories":363},[216],{"categories":365},[304],{"categories":367},[219],{"categories":369},[203],{"categories":371},[230],{"categories":373},[374],"DevOps & Cloud",{"categories":376},[216],{"categories":378},[219],{"categories":380},[252],{"categories":382},[203],{"categories":384},[],{"categories":386},[203],{"categories":388},[203],{"categories":390},[],{"categories":392},[216],{"categories":394},[230],{"categories":396},[],{"categories":398},[230],{"categories":400},[203],{"categories":402},[403],"Governance & Standards",{"categories":405},[211],{"categories":407},[],{"categories":409},[],{"categories":411},[203],{"categories":413},[203],{"categories":415},[216],{"categories":417},[203],{"categories":419},[203],{"categories":421},[216],{"categories":423},[203],{"categories":425},[203],{"categories":427},[203],{"categories":429},[],{"categories":431},[230],{"categories":433},[],{"categories":435},[],{"categories":437},[203],{"categories":439},[230],{"categories":441},[],{"categories":443},[230],{"categories":445},[203],{"categories":447},[203],{"categories":449},[333],{"categories":451},[203],{"categories":453},[203],{"categories":455},[203],{"categories":457},[304],{"categories":459},[304],{"categories":461},[203],{"categories":463},[230],{"categories":465},[216],{"categories":467},[468],"GovTech & Public-Sector Adoption",{"categories":470},[230],{"categories":472},[203],{"categories":474},[203],{"categories":476},[203],{"categories":478},[216],{"categories":480},[216],{"categories":482},[255],{"categories":484},[203],{"categories":486},[252],{"categories":488},[216],{"categories":490},[491],"Legal AI Tools",{"categories":493},[203],{"categories":495},[216],{"categories":497},[203],{"categories":499},[333],{"categories":501},[216],{"categories":503},[219],{"categories":505},[203],{"categories":507},[230],{"categories":509},[468],{"categories":511},[],{"categories":513},[216],{"categories":515},[],{"categories":517},[211],{"categories":519},[216],{"categories":521},[216],{"categories":523},[524],"RAG & Retrieval",{"categories":526},[211],{"categories":528},[203],{"categories":530},[230],{"categories":532},[230],{"categories":534},[374],{"categories":536},[304],{"categories":538},[216],{"categories":540},[203],{"categories":542},[203],{"categories":544},[],{"categories":546},[547],"Agents & Orchestration",{"categories":549},[230],{"categories":551},[203],{"categories":553},[],{"categories":555},[216],{"categories":557},[211],{"categories":559},[],{"categories":561},[203],{"categories":563},[],{"categories":565},[203],{"categories":567},[206],{"categories":569},[230],{"categories":571},[211],{"categories":573},[203],{"categories":575},[216],{"categories":577},[203],{"categories":579},[252],{"categories":581},[203],{"categories":583},[],{"categories":585},[203],{"categories":587},[],{"categories":589},[203],{"categories":591},[230],{"categories":593},[203],{"categories":595},[216],{"categories":597},[255],{"categories":599},[],{"categories":601},[203],{"categories":603},[304],{"categories":605},[606],"Models & Frontier Labs",{"categories":608},[],{"categories":610},[304],{"categories":612},[613],"Regulation & Governance of AI",{"categories":615},[219],{"categories":617},[216],{"categories":619},[],{"categories":621},[203],{"categories":623},[203],{"categories":625},[216],{"categories":627},[216],{"categories":629},[252],{"categories":631},[203],{"categories":633},[211],{"categories":635},[203],{"categories":637},[216],{"categories":639},[],{"categories":641},[230],{"categories":643},[216],{"categories":645},[203],{"categories":647},[219],{"categories":649},[203],{"categories":651},[652],"AI Policy & Regulation",{"categories":654},[],{"categories":656},[203],{"categories":658},[216],{"categories":660},[219],{"categories":662},[216],{"categories":664},[203],{"categories":666},[203],{"categories":668},[203],{"categories":670},[216],{"categories":672},[],{"categories":674},[255],{"categories":676},[677],"Evals & Reliability",{"categories":679},[203],{"categories":681},[203],{"categories":683},[],{"categories":685},[206],{"categories":687},[468],{"categories":689},[652],{"categories":691},[203],{"categories":693},[211],{"categories":695},[203],{"categories":697},[216],{"categories":699},[203],{"categories":701},[216],{"categories":703},[547],{"categories":705},[203],{"categories":707},[230],{"categories":709},[203],{"categories":711},[],{"categories":713},[304],{"categories":715},[],{"categories":717},[203],{"categories":719},[468],{"categories":721},[203],{"categories":723},[203],{"categories":725},[203],{"categories":727},[],{"categories":729},[203],{"categories":731},[304],{"categories":733},[230],{"categories":735},[],{"categories":737},[203],{"categories":739},[],{"categories":741},[216],{"categories":743},[203],{"categories":745},[304],{"categories":747},[],{"categories":749},[203],{"categories":751},[203],{"categories":753},[255],{"categories":755},[216],{"categories":757},[203],{"categories":759},[211],{"categories":761},[216],{"categories":763},[203],{"categories":765},[203],{"categories":767},[230],{"categories":769},[304],{"categories":771},[203],{"categories":773},[216],{"categories":775},[],{"categories":777},[230],{"categories":779},[216],{"categories":781},[255],{"categories":783},[],{"categories":785},[203],{"categories":787},[252],{"categories":789},[203],{"categories":791},[],{"categories":793},[203],{"categories":795},[203],{"categories":797},[203],{"categories":799},[211,333],{"categories":801},[],{"categories":803},[230],{"categories":805},[203],{"categories":807},[203],{"categories":809},[216],{"categories":811},[203],{"categories":813},[],{"categories":815},[],{"categories":817},[203],{"categories":819},[304],{"categories":821},[203],{"categories":823},[],{"categories":825},[203],{"categories":827},[374],{"categories":829},[],{"categories":831},[216],{"categories":833},[252],{"categories":835},[203],{"categories":837},[203],{"categories":839},[304],{"categories":841},[],{"categories":843},[252],{"categories":845},[203],{"categories":847},[241],{"categories":849},[203],{"categories":851},[203],{"categories":853},[216],{"categories":855},[252],{"categories":857},[606],{"categories":859},[203],{"categories":861},[333],{"categories":863},[],{"categories":865},[216],{"categories":867},[211],{"categories":869},[230],{"categories":871},[203],{"categories":873},[216],{"categories":875},[],{"categories":877},[203,374],{"categories":879},[203],{"categories":881},[203],{"categories":883},[203],{"categories":885},[216],{"categories":887},[203,230],{"categories":889},[255],{"categories":891},[203],{"categories":893},[203],{"categories":895},[203],{"categories":897},[230],{"categories":899},[203],{"categories":901},[216],{"categories":903},[216],{"categories":905},[652],{"categories":907},[333],{"categories":909},[203],{"categories":911},[216],{"categories":913},[203],{"categories":915},[203],{"categories":917},[216],{"categories":919},[],{"categories":921},[216],{"categories":923},[203],{"categories":925},[203],{"categories":927},[216],{"categories":929},[203],{"categories":931},[203,211],{"categories":933},[203],{"categories":935},[211],{"categories":937},[],{"categories":939},[304],{"categories":941},[304],{"categories":943},[203],{"categories":945},[],{"categories":947},[],{"categories":949},[203],{"categories":951},[252],{"categories":953},[],{"categories":955},[206],{"categories":957},[203],{"categories":959},[230],{"categories":961},[203],{"categories":963},[964],"Generative UI & Design-to-Code",{"categories":966},[203],{"categories":968},[203],{"categories":970},[304],{"categories":972},[203],{"categories":974},[975],"Algorithmic Accountability",{"categories":977},[216],{"categories":979},[230],{"categories":981},[252],{"categories":983},[304],{"categories":985},[203],{"categories":987},[],{"categories":989},[219],{"categories":991},[203],{"categories":993},[203],{"categories":995},[203],{"categories":997},[203],{"categories":999},[216],{"categories":1001},[1002],"MLOps & Infrastructure",{"categories":1004},[203],{"categories":1006},[203],{"categories":1008},[203],{"categories":1010},[203],{"categories":1012},[203],{"categories":1014},[230],{"categories":1016},[252],{"categories":1018},[203],{"categories":1020},[219],{"categories":1022},[206],{"categories":1024},[203],{"categories":1026},[216],{"categories":1028},[374],{"categories":1030},[203],{"categories":1032},[211],{"categories":1034},[203],{"categories":1036},[304],{"categories":1038},[203],{"categories":1040},[203],{"categories":1042},[216],{"categories":1044},[],{"categories":1046},[],{"categories":1048},[203],{"categories":1050},[241],{"categories":1052},[304],{"categories":1054},[252],{"categories":1056},[255],{"categories":1058},[],{"categories":1060},[203],{"categories":1062},[203],{"categories":1064},[211],{"categories":1066},[216],{"categories":1068},[203],{"categories":1070},[203],{"categories":1072},[203],{"categories":1074},[203],{"categories":1076},[252],{"categories":1078},[241],{"categories":1080},[203],{"categories":1082},[304],{"categories":1084},[203],{"categories":1086},[],{"categories":1088},[216],{"categories":1090},[230],{"categories":1092},[],{"categories":1094},[203],{"categories":1096},[203],{"categories":1098},[216],{"categories":1100},[230],{"categories":1102},[203],{"categories":1104},[255],{"categories":1106},[304],{"categories":1108},[],{"categories":1110},[203],{"categories":1112},[],{"categories":1114},[203],{"categories":1116},[],{"categories":1118},[203],{"categories":1120},[203],{"categories":1122},[219],{"categories":1124},[211],{"categories":1126},[216],{"categories":1128},[216],{"categories":1130},[],{"categories":1132},[203],{"categories":1134},[206],{"categories":1136},[203],{"categories":1138},[203],{"categories":1140},[211],{"categories":1142},[252],{"categories":1144},[206],{"categories":1146},[],{"categories":1148},[203],{"categories":1150},[],{"categories":1152},[203],{"categories":1154},[],{"categories":1156},[252],{"categories":1158},[252],{"categories":1160},[],{"categories":1162},[547],{"categories":1164},[203],{"categories":1166},[304],{"categories":1168},[230],{"categories":1170},[],{"categories":1172},[491],{"categories":1174},[216],{"categories":1176},[211],{"categories":1178},[],{"categories":1180},[],{"categories":1182},[206],{"categories":1184},[255],{"categories":1186},[],{"categories":1188},[333],{"categories":1190},[216],{"categories":1192},[211],{"categories":1194},[216],{"categories":1196},[203],{"categories":1198},[211],{"categories":1200},[203],{"categories":1202},[230],{"categories":1204},[],{"categories":1206},[241],{"categories":1208},[219],{"categories":1210},[203],{"categories":1212},[304],{"categories":1214},[230],{"categories":1216},[211],{"categories":1218},[203],{"categories":1220},[230],{"categories":1222},[203],{"categories":1224},[216],{"categories":1226},[211],{"categories":1228},[203],{"categories":1230},[203],{"categories":1232},[203],{"categories":1234},[203],{"categories":1236},[203],{"categories":1238},[],{"categories":1240},[],{"categories":1242},[230],{"categories":1244},[255],{"categories":1246},[219],{"categories":1248},[203],{"categories":1250},[216],{"categories":1252},[230],{"categories":1254},[230],{"categories":1256},[203],{"categories":1258},[],{"categories":1260},[252],{"categories":1262},[219],{"categories":1264},[219],{"categories":1266},[230],{"categories":1268},[203],{"categories":1270},[677],{"categories":1272},[374],{"categories":1274},[],{"categories":1276},[216],{"categories":1278},[203],{"categories":1280},[],{"categories":1282},[206],{"categories":1284},[],{"categories":1286},[203],{"categories":1288},[203],{"categories":1290},[203],{"categories":1292},[304],{"categories":1294},[333],{"categories":1296},[203],{"categories":1298},[230],{"categories":1300},[203],{"categories":1302},[216],{"categories":1304},[],{"categories":1306},[230],{"categories":1308},[203],{"categories":1310},[206],{"categories":1312},[],{"categories":1314},[211],{"categories":1316},[203],{"categories":1318},[203],{"categories":1320},[252],{"categories":1322},[203,374],{"categories":1324},[203],{"categories":1326},[1327],"Design Systems for AI",{"categories":1329},[203],{"categories":1331},[203],{"categories":1333},[252],{"categories":1335},[203],{"categories":1337},[203],{"categories":1339},[203],{"categories":1341},[211],{"categories":1343},[203],{"categories":1345},[203],{"categories":1347},[203],{"categories":1349},[],{"categories":1351},[203],{"categories":1353},[203],{"categories":1355},[211],{"categories":1357},[203],{"categories":1359},[],{"categories":1361},[216],{"categories":1363},[216],{"categories":1365},[230],{"categories":1367},[252],{"categories":1369},[230],{"categories":1371},[203],{"categories":1373},[304],{"categories":1375},[252],{"categories":1377},[255],{"categories":1379},[203],{"categories":1381},[203],{"categories":1383},[216],{"categories":1385},[206],{"categories":1387},[652],{"categories":1389},[203],{"categories":1391},[216],{"categories":1393},[203],{"categories":1395},[230],{"categories":1397},[230],{"categories":1399},[],{"categories":1401},[],{"categories":1403},[203],{"categories":1405},[216],{"categories":1407},[219],{"categories":1409},[],{"categories":1411},[211],{"categories":1413},[203],{"categories":1415},[],{"categories":1417},[304],{"categories":1419},[230],{"categories":1421},[216],{"categories":1423},[230],{"categories":1425},[304],{"categories":1427},[203],{"categories":1429},[203],{"categories":1431},[304],{"categories":1433},[],{"categories":1435},[],{"categories":1437},[252],{"categories":1439},[216],{"categories":1441},[216],{"categories":1443},[203],{"categories":1445},[203],{"categories":1447},[203],{"categories":1449},[203],{"categories":1451},[211],{"categories":1453},[203],{"categories":1455},[203],{"categories":1457},[],{"categories":1459},[230],{"categories":1461},[230],{"categories":1463},[203],{"categories":1465},[230],{"categories":1467},[211],{"categories":1469},[],{"categories":1471},[203],{"categories":1473},[203],{"categories":1475},[203],{"categories":1477},[203],{"categories":1479},[203],{"categories":1481},[216],{"categories":1483},[206],{"categories":1485},[211],{"categories":1487},[203],{"categories":1489},[216],{"categories":1491},[252],{"categories":1493},[216],{"categories":1495},[241],{"categories":1497},[333],{"categories":1499},[203],{"categories":1501},[216],{"categories":1503},[203],{"categories":1505},[203],{"categories":1507},[203],{"categories":1509},[],{"categories":1511},[304],{"categories":1513},[],{"categories":1515},[203],{"categories":1517},[203],{"categories":1519},[],{"categories":1521},[203],{"categories":1523},[230],{"categories":1525},[211],{"categories":1527},[1528],"Visual & Generative Media",{"categories":1530},[216],{"categories":1532},[],{"categories":1534},[203],{"categories":1536},[203],{"categories":1538},[230],{"categories":1540},[374],{"categories":1542},[203],{"categories":1544},[255],{"categories":1546},[652],{"categories":1548},[230],{"categories":1550},[333],{"categories":1552},[203],{"categories":1554},[304],{"categories":1556},[203],{"categories":1558},[203],{"categories":1560},[230],{"categories":1562},[216],{"categories":1564},[203],{"categories":1566},[],{"categories":1568},[],{"categories":1570},[216],{"categories":1572},[230],{"categories":1574},[206],{"categories":1576},[216],{"categories":1578},[606],{"categories":1580},[203],{"categories":1582},[219],{"categories":1584},[203],{"categories":1586},[211],{"categories":1588},[],{"categories":1590},[203],{"categories":1592},[219],{"categories":1594},[203],{"categories":1596},[203],{"categories":1598},[203],{"categories":1600},[219],{"categories":1602},[203],{"categories":1604},[203],{"categories":1606},[333],{"categories":1608},[203],{"categories":1610},[547],{"categories":1612},[203],{"categories":1614},[216],{"categories":1616},[203],{"categories":1618},[203],{"categories":1620},[203],{"categories":1622},[203],{"categories":1624},[304],{"categories":1626},[216],{"categories":1628},[],{"categories":1630},[216],{"categories":1632},[],{"categories":1634},[374],{"categories":1636},[230],{"categories":1638},[],{"categories":1640},[606],{"categories":1642},[203],{"categories":1644},[216],{"categories":1646},[216],{"categories":1648},[203],{"categories":1650},[304,203],{"categories":1652},[206],{"categories":1654},[203],{"categories":1656},[304],{"categories":1658},[],{"categories":1660},[203],{"categories":1662},[206],{"categories":1664},[203],{"categories":1666},[1667],"Medical Imaging & Radiology",{"categories":1669},[203],{"categories":1671},[203],{"categories":1673},[203],{"categories":1675},[304],{"categories":1677},[216],{"categories":1679},[230],{"categories":1681},[],{"categories":1683},[203],{"categories":1685},[203],{"categories":1687},[203],{"categories":1689},[],{"categories":1691},[],{"categories":1693},[203],{"categories":1695},[203],{"categories":1697},[547],{"categories":1699},[203],{"categories":1701},[206],{"categories":1703},[203],{"categories":1705},[203],{"categories":1707},[],{"categories":1709},[216],{"categories":1711},[203],{"categories":1713},[219],{"categories":1715},[230],{"categories":1717},[203],{"categories":1719},[216],{"categories":1721},[547],{"categories":1723},[203],{"categories":1725},[216],{"categories":1727},[203],{"categories":1729},[203],{"categories":1731},[203],{"categories":1733},[304],{"categories":1735},[216],{"categories":1737},[374],{"categories":1739},[304],{"categories":1741},[211],{"categories":1743},[216],{"categories":1745},[252],{"categories":1747},[203],{"categories":1749},[203],{"categories":1751},[219],{"categories":1753},[203],{"categories":1755},[203],{"categories":1757},[203],{"categories":1759},[203],{"categories":1761},[216],{"categories":1763},[203],{"categories":1765},[230],{"categories":1767},[230],{"categories":1769},[203],{"categories":1771},[219],{"categories":1773},[],{"categories":1775},[252],{"categories":1777},[],{"categories":1779},[219],{"categories":1781},[216],{"categories":1783},[203],{"categories":1785},[216],{"categories":1787},[1327],{"categories":1789},[1327],{"categories":1791},[304],{"categories":1793},[203],{"categories":1795},[203],{"categories":1797},[203],{"categories":1799},[216],{"categories":1801},[230],{"categories":1803},[304],{"categories":1805},[216],{"categories":1807},[252],{"categories":1809},[],{"categories":1811},[203],{"categories":1813},[],{"categories":1815},[203],{"categories":1817},[203],{"categories":1819},[203],{"categories":1821},[203],{"categories":1823},[216],{"categories":1825},[1826],"Contract Review & E-Discovery",{"categories":1828},[203],{"categories":1830},[304],{"categories":1832},[203],{"categories":1834},[206],{"categories":1836},[203],{"categories":1838},[252],{"categories":1840},[203],{"categories":1842},[203],{"categories":1844},[333],{"categories":1846},[230],{"categories":1848},[203],{"categories":1850},[203],{"categories":1852},[216],{"categories":1854},[216],{"categories":1856},[975],{"categories":1858},[203],{"categories":1860},[203],{"categories":1862},[216],{"categories":1864},[216],{"categories":1866},[203],{"categories":1868},[203],{"categories":1870},[203],{"categories":1872},[216],{"categories":1874},[203],{"categories":1876},[203],{"categories":1878},[547],{"categories":1880},[524],{"categories":1882},[203],{"categories":1884},[216],{"categories":1886},[203],{"categories":1888},[1889],"Law-Firm Practice & Adoption",{"categories":1891},[203],{"categories":1893},[216],{"categories":1895},[304],{"categories":1897},[203],{"categories":1899},[203],{"categories":1901},[203],{"categories":1903},[],{"categories":1905},[],{"categories":1907},[230],{"categories":1909},[203],{"categories":1911},[],{"categories":1913},[216],{"categories":1915},[206],{"categories":1917},[374],{"categories":1919},[203],{"categories":1921},[],{"categories":1923},[206],{"categories":1925},[211],{"categories":1927},[203],{"categories":1929},[333],{"categories":1931},[],{"categories":1933},[211],{"categories":1935},[216],{"categories":1937},[211],{"categories":1939},[],{"categories":1941},[203],{"categories":1943},[219],{"categories":1945},[203],{"categories":1947},[230],{"categories":1949},[],{"categories":1951},[],{"categories":1953},[],{"categories":1955},[],{"categories":1957},[203],{"categories":1959},[219],{"categories":1961},[216],{"categories":1963},[374],{"categories":1965},[203],{"categories":1967},[206],{"categories":1969},[230],{"categories":1971},[203],{"categories":1973},[203],{"categories":1975},[230],{"categories":1977},[219],{"categories":1979},[203],{"categories":1981},[203],{"categories":1983},[203],{"categories":1985},[1002],{"categories":1987},[203],{"categories":1989},[230],{"categories":1991},[203],{"categories":1993},[333],{"categories":1995},[230],{"categories":1997},[211],{"categories":1999},[203],{"categories":2001},[203],{"categories":2003},[203],{"categories":2005},[304],{"categories":2007},[203],{"categories":2009},[203],{"categories":2011},[203],{"categories":2013},[203],{"categories":2015},[211],{"categories":2017},[216],{"categories":2019},[203,206],{"categories":2021},[547],{"categories":2023},[203],{"categories":2025},[203],{"categories":2027},[230],{"categories":2029},[230],{"categories":2031},[304],{"categories":2033},[216],{"categories":2035},[216],{"categories":2037},[230],{"categories":2039},[203],{"categories":2041},[203],{"categories":2043},[203],{"categories":2045},[],{"categories":2047},[],{"categories":2049},[203],{"categories":2051},[255],{"categories":2053},[203],{"categories":2055},[216],{"categories":2057},[],{"categories":2059},[203],{"categories":2061},[203],{"categories":2063},[230],{"categories":2065},[255],{"categories":2067},[252],{"categories":2069},[304],{"categories":2071},[203],{"categories":2073},[216],{"categories":2075},[203],{"categories":2077},[230],{"categories":2079},[],{"categories":2081},[216],{"categories":2083},[203],{"categories":2085},[203],{"categories":2087},[203],{"categories":2089},[203],{"categories":2091},[],{"categories":2093},[216],{"categories":2095},[203],{"categories":2097},[203],{"categories":2099},[203],{"categories":2101},[],{"categories":2103},[216],{"categories":2105},[203],{"categories":2107},[203],{"categories":2109},[211],{"categories":2111},[203],{"categories":2113},[203],{"categories":2115},[],{"categories":2117},[206],{"categories":2119},[203],{"categories":2121},[203],{"categories":2123},[203],{"categories":2125},[304],{"categories":2127},[203],{"categories":2129},[230],{"categories":2131},[203],{"categories":2133},[206],{"categories":2135},[203],{"categories":2137},[230],{"categories":2139},[333],{"categories":2141},[216],{"categories":2143},[216],{"categories":2145},[203],{"categories":2147},[203],{"categories":2149},[203,304],{"categories":2151},[203],{"categories":2153},[216],{"categories":2155},[252],{"categories":2157},[203],{"categories":2159},[252],{"categories":2161},[216],{"categories":2163},[304],{"categories":2165},[203],{"categories":2167},[],{"categories":2169},[230],{"categories":2171},[374],{"categories":2173},[304],{"categories":2175},[230],{"categories":2177},[203],{"categories":2179},[219],{"categories":2181},[203],{"categories":2183},[203],{"categories":2185},[216],{"categories":2187},[],{"categories":2189},[],{"categories":2191},[203],{"categories":2193},[],{"categories":2195},[],{"categories":2197},[219],{"categories":2199},[230],{"categories":2201},[203],{"categories":2203},[216],{"categories":2205},[216],{"categories":2207},[211],{"categories":2209},[216],{"categories":2211},[374],{"categories":2213},[203],{"categories":2215},[203],{"categories":2217},[203],{"categories":2219},[241],{"categories":2221},[203],{"categories":2223},[203],{"categories":2225},[203],{"categories":2227},[230],{"categories":2229},[216],{"categories":2231},[203],{"categories":2233},[203],{"categories":2235},[230],{"categories":2237},[491],{"categories":2239},[216],{"categories":2241},[975],{"categories":2243},[],{"categories":2245},[304],{"categories":2247},[1889],{"categories":2249},[230],{"categories":2251},[],{"categories":2253},[],{"categories":2255},[203],{"categories":2257},[216],{"categories":2259},[],{"categories":2261},[],{"categories":2263},[203],{"categories":2265},[333],{"categories":2267},[203],{"categories":2269},[333],{"categories":2271},[216],{"categories":2273},[203],{"categories":2275},[203],{"categories":2277},[230],{"categories":2279},[219],{"categories":2281},[],{"categories":2283},[203],{"categories":2285},[203],{"categories":2287},[230],{"categories":2289},[1826],{"categories":2291},[304],{"categories":2293},[304],{"categories":2295},[203],{"categories":2297},[216],{"categories":2299},[206],{"categories":2301},[203],{"categories":2303},[203],{"categories":2305},[203],{"categories":2307},[203],{"categories":2309},[304],{"categories":2311},[304],{"categories":2313},[216],{"categories":2315},[216],{"categories":2317},[216],{"categories":2319},[203],{"categories":2321},[203],{"categories":2323},[],{"categories":2325},[203],{"categories":2327},[],{"categories":2329},[2330],"Interaction & Product Design",{"categories":2332},[203],{"categories":2334},[216],{"categories":2336},[230],{"categories":2338},[403],{"categories":2340},[252],{"categories":2342},[230],{"categories":2344},[203],{"categories":2346},[203],{"categories":2348},[203],{"categories":2350},[230],{"categories":2352},[203],{"categories":2354},[206],{"categories":2356},[216],{"categories":2358},[203],{"categories":2360},[],{"categories":2362},[216],{"categories":2364},[216],{"categories":2366},[216],{"categories":2368},[],{"categories":2370},[230],{"categories":2372},[203],{"categories":2374},[216],{"categories":2376},[206],{"categories":2378},[2330],{"categories":2380},[203],{"categories":2382},[206],{"categories":2384},[206],{"categories":2386},[],{"categories":2388},[216],{"categories":2390},[230],{"categories":2392},[],{"categories":2394},[216],{"categories":2396},[252],{"categories":2398},[203],{"categories":2400},[216],{"categories":2402},[203],{"categories":2404},[216],{"categories":2406},[216],{"categories":2408},[203],{"categories":2410},[203],{"categories":2412},[252],{"categories":2414},[255],{"categories":2416},[203],{"categories":2418},[219],{"categories":2420},[230],{"categories":2422},[2423],"Coding Agents & Dev Productivity",{"categories":2425},[252],{"categories":2427},[304],{"categories":2429},[203],{"categories":2431},[203],{"categories":2433},[],{"categories":2435},[203],{"categories":2437},[975],{"categories":2439},[],{"categories":2441},[203],{"categories":2443},[203],{"categories":2445},[374],{"categories":2447},[203],{"categories":2449},[252],{"categories":2451},[],{"categories":2453},[],{"categories":2455},[203],{"categories":2457},[],{"categories":2459},[216],{"categories":2461},[203],{"categories":2463},[],{"categories":2465},[230],{"categories":2467},[230],{"categories":2469},[203],{"categories":2471},[255],{"categories":2473},[],{"categories":2475},[203],{"categories":2477},[203],{"categories":2479},[203],{"categories":2481},[255],{"categories":2483},[230],{"categories":2485},[216],{"categories":2487},[],{"categories":2489},[],{"categories":2491},[203],{"categories":2493},[203],{"categories":2495},[216],{"categories":2497},[216],{"categories":2499},[468],{"categories":2501},[230],{"categories":2503},[230],{"categories":2505},[216],{"categories":2507},[252],{"categories":2509},[252],{"categories":2511},[216],{"categories":2513},[216],{"categories":2515},[203],{"categories":2517},[206],{"categories":2519},[2330],{"categories":2521},[219],{"categories":2523},[203,374],{"categories":2525},[255],{"categories":2527},[],{"categories":2529},[304],{"categories":2531},[216],{"categories":2533},[230],{"categories":2535},[206],{"categories":2537},[203],{"categories":2539},[216],{"categories":2541},[2542],"The Designer's Role & Craft",{"categories":2544},[304],{"categories":2546},[],{"categories":2548},[216],{"categories":2550},[203],{"categories":2552},[216],{"categories":2554},[216],{"categories":2556},[203],{"categories":2558},[333],{"categories":2560},[203],{"categories":2562},[230],{"categories":2564},[203],{"categories":2566},[304],{"categories":2568},[203],{"categories":2570},[],{"categories":2572},[216],{"categories":2574},[304],{"categories":2576},[219],{"categories":2578},[203],{"categories":2580},[203],{"categories":2582},[203],{"categories":2584},[2585],"AI UX Patterns",{"categories":2587},[216],{"categories":2589},[216],{"categories":2591},[216],{"categories":2593},[216],{"categories":2595},[333],{"categories":2597},[255],{"categories":2599},[203],{"categories":2601},[216],{"categories":2603},[203],{"categories":2605},[1327],{"categories":2607},[],{"categories":2609},[333],{"categories":2611},[216],{"categories":2613},[252],{"categories":2615},[230],{"categories":2617},[203],{"categories":2619},[216],{"categories":2621},[],{"categories":2623},[],{"categories":2625},[203],{"categories":2627},[203],{"categories":2629},[216],{"categories":2631},[203],{"categories":2633},[216],{"categories":2635},[468],{"categories":2637},[304],{"categories":2639},[203],{"categories":2641},[252],{"categories":2643},[230],{"categories":2645},[203],{"categories":2647},[216],{"categories":2649},[216],{"categories":2651},[],{"categories":2653},[203],{"categories":2655},[],{"categories":2657},[203],{"categories":2659},[],{"categories":2661},[203],{"categories":2663},[203],{"categories":2665},[203],{"categories":2667},[216],{"categories":2669},[230],{"categories":2671},[],{"categories":2673},[],{"categories":2675},[255],{"categories":2677},[241],{"categories":2679},[203],{"categories":2681},[203],{"categories":2683},[203],{"categories":2685},[255],{"categories":2687},[203],{"categories":2689},[203],{"categories":2691},[252],{"categories":2693},[203],{"categories":2695},[203],{"categories":2697},[203],{"categories":2699},[216],{"categories":2701},[203],{"categories":2703},[216],{"categories":2705},[203],{"categories":2707},[203],{"categories":2709},[203],{"categories":2711},[216],{"categories":2713},[],{"categories":2715},[203],{"categories":2717},[],{"categories":2719},[203],{"categories":2721},[203],{"categories":2723},[374],{"categories":2725},[203],{"categories":2727},[],{"categories":2729},[],{"categories":2731},[304],{"categories":2733},[1002],{"categories":2735},[216],{"categories":2737},[206],{"categories":2739},[2542],{"categories":2741},[],{"categories":2743},[],{"categories":2745},[203],{"categories":2747},[],{"categories":2749},[],{"categories":2751},[230],{"categories":2753},[252],{"categories":2755},[333],{"categories":2757},[216],{"categories":2759},[211],{"categories":2761},[203],{"categories":2763},[203],{"categories":2765},[211],{"categories":2767},[],{"categories":2769},[304],{"categories":2771},[219],{"categories":2773},[203],{"categories":2775},[203],{"categories":2777},[216],{"categories":2779},[211],{"categories":2781},[203],{"categories":2783},[203],{"categories":2785},[206],{"categories":2787},[203],{"categories":2789},[203],{"categories":2791},[],{"categories":2793},[206],{"categories":2795},[203],{"categories":2797},[333],{"categories":2799},[216],{"categories":2801},[252],{"categories":2803},[203],{"categories":2805},[230],{"categories":2807},[203],{"categories":2809},[203],{"categories":2811},[211],{"categories":2813},[203],{"categories":2815},[203],{"categories":2817},[203],{"categories":2819},[216],{"categories":2821},[203],{"categories":2823},[],{"categories":2825},[203],{"categories":2827},[230],{"categories":2829},[206],{"categories":2831},[203],{"categories":2833},[203],{"categories":2835},[203],{"categories":2837},[],{"categories":2839},[203],{"categories":2841},[547],{"categories":2843},[216],{"categories":2845},[211],{"categories":2847},[252],{"categories":2849},[203],{"categories":2851},[203],{"categories":2853},[],{"categories":2855},[211],{"categories":2857},[211],{"categories":2859},[203],{"categories":2861},[203],{"categories":2863},[219],{"categories":2865},[203],{"categories":2867},[203],{"categories":2869},[203],{"categories":2871},[203],{"categories":2873},[230],{"categories":2875},[230],{"categories":2877},[203],{"categories":2879},[],{"categories":2881},[230],{"categories":2883},[203],{"categories":2885},[230],{"categories":2887},[216],{"categories":2889},[652],{"categories":2891},[],{"categories":2893},[],{"categories":2895},[203],{"categories":2897},[252],{"categories":2899},[],{"categories":2901},[374],{"categories":2903},[203],{"categories":2905},[203],{"categories":2907},[203],{"categories":2909},[304],{"categories":2911},[964],{"categories":2913},[],{"categories":2915},[203],{"categories":2917},[203],{"categories":2919},[203],{"categories":2921},[230],{"categories":2923},[203],{"categories":2925},[203],{"categories":2927},[203,374],{"categories":2929},[203],{"categories":2931},[203],{"categories":2933},[304],{"categories":2935},[216],{"categories":2937},[],{"categories":2939},[216],{"categories":2941},[216],{"categories":2943},[203],{"categories":2945},[203],{"categories":2947},[203],{"categories":2949},[203],{"categories":2951},[255],{"categories":2953},[203],{"categories":2955},[2585],{"categories":2957},[206],{"categories":2959},[255],{"categories":2961},[206],{"categories":2963},[230],{"categories":2965},[304],{"categories":2967},[216],{"categories":2969},[203],{"categories":2971},[],{"categories":2973},[211],{"categories":2975},[203],{"categories":2977},[203],{"categories":2979},[252],{"categories":2981},[203],{"categories":2983},[203],{"categories":2985},[203],{"categories":2987},[216],{"categories":2989},[203],{"categories":2991},[203],{"categories":2993},[203],{"categories":2995},[211],{"categories":2997},[],{"categories":2999},[374],{"categories":3001},[203],{"categories":3003},[468],{"categories":3005},[304],{"categories":3007},[304],{"categories":3009},[230],{"categories":3011},[216],{"categories":3013},[203],{"categories":3015},[211],{"categories":3017},[252],{"categories":3019},[203],{"categories":3021},[203],{"categories":3023},[203],{"categories":3025},[304],{"categories":3027},[216],{"categories":3029},[216],{"categories":3031},[203],{"categories":3033},[203],{"categories":3035},[606],{"categories":3037},[216],{"categories":3039},[],{"categories":3041},[203],{"categories":3043},[203],{"categories":3045},[203],{"categories":3047},[],{"categories":3049},[],{"categories":3051},[203],{"categories":3053},[203],{"categories":3055},[216],{"categories":3057},[203],{"categories":3059},[203],{"categories":3061},[203],{"categories":3063},[230],{"categories":3065},[203],{"categories":3067},[203],{"categories":3069},[216],{"categories":3071},[203],{"categories":3073},[203],{"categories":3075},[203],{"categories":3077},[203],{"categories":3079},[203],{"categories":3081},[],{"categories":3083},[230],{"categories":3085},[255],{"categories":3087},[203],{"categories":3089},[216],{"categories":3091},[216],{"categories":3093},[203],{"categories":3095},[203],{"categories":3097},[],{"categories":3099},[],{"categories":3101},[203],{"categories":3103},[203],{"categories":3105},[203],{"categories":3107},[252],{"categories":3109},[255],{"categories":3111},[],{"categories":3113},[203],{"categories":3115},[304],{"categories":3117},[203],{"categories":3119},[374],{"categories":3121},[1889],{"categories":3123},[252],{"categories":3125},[230],{"categories":3127},[203],{"categories":3129},[230],{"categories":3131},[230],{"categories":3133},[203],{"categories":3135},[203],{"categories":3137},[230],{"categories":3139},[252],{"categories":3141},[252],{"categories":3143},[374],{"categories":3145},[216],{"categories":3147},[],{"categories":3149},[252],{"categories":3151},[203],{"categories":3153},[216],{"categories":3155},[206],{"categories":3157},[230],{"categories":3159},[203],{"categories":3161},[252],{"categories":3163},[],{"categories":3165},[203],{"categories":3167},[230],{"categories":3169},[230],{"categories":3171},[255],{"categories":3173},[203],{"categories":3175},[252],{"categories":3177},[203],{"categories":3179},[230],{"categories":3181},[216],{"categories":3183},[216],{"categories":3185},[252],{"categories":3187},[216],{"categories":3189},[374],{"categories":3191},[216],{"categories":3193},[203],{"categories":3195},[203],{"categories":3197},[203],{"categories":3199},[203],{"categories":3201},[230],{"categories":3203},[203],{"categories":3205},[],{"categories":3207},[216],{"categories":3209},[211],{"categories":3211},[230],{"categories":3213},[],{"categories":3215},[],{"categories":3217},[203],{"categories":3219},[216],{"categories":3221},[203],{"categories":3223},[203],{"categories":3225},[3226],"Frameworks & Tooling",{"categories":3228},[203],{"categories":3230},[203],{"categories":3232},[230],{"categories":3234},[203],{"categories":3236},[203],{"categories":3238},[],{"categories":3240},[255],{"categories":3242},[255],{"categories":3244},[206],{"categories":3246},[203],{"categories":3248},[216],{"categories":3250},[203],{"categories":3252},[304],{"categories":3254},[],{"categories":3256},[1889],{"categories":3258},[203],{"categories":3260},[230],{"categories":3262},[203],{"categories":3264},[374],{"categories":3266},[374],{"categories":3268},[],{"categories":3270},[216],{"categories":3272},[216],{"categories":3274},[203],{"categories":3276},[203],{"categories":3278},[252],{"categories":3280},[216],{"categories":3282},[252],{"categories":3284},[203],{"categories":3286},[216],{"categories":3288},[],{"categories":3290},[304],{"categories":3292},[203],{"categories":3294},[203],{"categories":3296},[],{"categories":3298},[203],{"categories":3300},[216],{"categories":3302},[203],{"categories":3304},[203],{"categories":3306},[203],{"categories":3308},[],{"categories":3310},[230],{"categories":3312},[203],{"categories":3314},[230],{"categories":3316},[374],{"categories":3318},[203],{"categories":3320},[203],{"categories":3322},[203],{"categories":3324},[230],{"categories":3326},[211],{"categories":3328},[203],{"categories":3330},[1889],{"categories":3332},[],{"categories":3334},[216],{"categories":3336},[206],{"categories":3338},[203],{"categories":3340},[206],{"categories":3342},[203],{"categories":3344},[],{"categories":3346},[216],{"categories":3348},[203],{"categories":3350},[203],{"categories":3352},[3353],"AI Design Tooling",{"categories":3355},[304],{"categories":3357},[203],{"categories":3359},[203],{"categories":3361},[230],{"categories":3363},[304],{"categories":3365},[203],{"categories":3367},[203],{"categories":3369},[230],{"categories":3371},[252],{"categories":3373},[219],{"categories":3375},[230],{"categories":3377},[203],{"categories":3379},[203],{"categories":3381},[203],{"categories":3383},[216],{"categories":3385},[203],{"categories":3387},[],{"categories":3389},[216],{"categories":3391},[203],{"categories":3393},[203],{"categories":3395},[216],{"categories":3397},[203],{"categories":3399},[203],{"categories":3401},[203],{"categories":3403},[216],{"categories":3405},[],{"categories":3407},[216],{"categories":3409},[3226],{"categories":3411},[203],{"categories":3413},[203],{"categories":3415},[216],{"categories":3417},[216],{"categories":3419},[230],{"categories":3421},[230],{"categories":3423},[203],{"categories":3425},[],{"categories":3427},[230],{"categories":3429},[203],{"categories":3431},[203],{"categories":3433},[216],{"categories":3435},[211],{"categories":3437},[203],{"categories":3439},[],{"categories":3441},[203],{"categories":3443},[203],{"categories":3445},[2330],{"categories":3447},[],{"categories":3449},[203],{"categories":3451},[203],{"categories":3453},[203],{"categories":3455},[203],{"categories":3457},[304],{"categories":3459},[203],{"categories":3461},[],{"categories":3463},[203],{"categories":3465},[203],{"categories":3467},[203],{"categories":3469},[203],{"categories":3471},[333],{"categories":3473},[252],{"categories":3475},[203],{"categories":3477},[203],{"categories":3479},[1889],{"categories":3481},[206],{"categories":3483},[203],{"categories":3485},[203],{"categories":3487},[255],{"categories":3489},[203],{"categories":3491},[203],{"categories":3493},[252],{"categories":3495},[216],{"categories":3497},[],{"categories":3499},[203],{"categories":3501},[203],{"categories":3503},[304],{"categories":3505},[203],{"categories":3507},[333],{"categories":3509},[216],{"categories":3511},[203],{"categories":3513},[216],{"categories":3515},[],{"categories":3517},[],{"categories":3519},[],{"categories":3521},[206],{"categories":3523},[252],{"categories":3525},[216],{"categories":3527},[203],{"categories":3529},[203],{"categories":3531},[203],{"categories":3533},[203],{"categories":3535},[491],{"categories":3537},[304],{"categories":3539},[216],{"categories":3541},[203],{"categories":3543},[],{"categories":3545},[216],{"categories":3547},[216],{"categories":3549},[],{"categories":3551},[203],{"categories":3553},[216],{"categories":3555},[203],{"categories":3557},[],{"categories":3559},[203],{"categories":3561},[203],{"categories":3563},[203],{"categories":3565},[252],{"categories":3567},[304],{"categories":3569},[216],{"categories":3571},[304],{"categories":3573},[216],{"categories":3575},[203],{"categories":3577},[211],{"categories":3579},[],{"categories":3581},[],{"categories":3583},[203],{"categories":3585},[203],{"categories":3587},[203],{"categories":3589},[206],{"categories":3591},[216],{"categories":3593},[252],{"categories":3595},[],{"categories":3597},[304],{"categories":3599},[],{"categories":3601},[230],{"categories":3603},[203],{"categories":3605},[230],{"categories":3607},[304],{"categories":3609},[230],{"categories":3611},[203],{"categories":3613},[],{"categories":3615},[203],{"categories":3617},[203],{"categories":3619},[],{"categories":3621},[203],{"categories":3623},[203],{"categories":3625},[333],{"categories":3627},[203],{"categories":3629},[203],{"categories":3631},[374],{"categories":3633},[230],{"categories":3635},[203],{"categories":3637},[],{"categories":3639},[216],{"categories":3641},[203],{"categories":3643},[206],{"categories":3645},[606],{"categories":3647},[203],{"categories":3649},[203],{"categories":3651},[216],{"categories":3653},[203],{"categories":3655},[216],{"categories":3657},[203],{"categories":3659},[203],{"categories":3661},[203],{"categories":3663},[203],{"categories":3665},[],{"categories":3667},[203],{"categories":3669},[206],{"categories":3671},[203],{"categories":3673},[211],{"categories":3675},[230],{"categories":3677},[304],{"categories":3679},[],{"categories":3681},[203],{"categories":3683},[],{"categories":3685},[216],{"categories":3687},[203],{"categories":3689},[],{"categories":3691},[216],{"categories":3693},[203],{"categories":3695},[230],{"categories":3697},[304],{"categories":3699},[252],{"categories":3701},[203],{"categories":3703},[252],{"categories":3705},[216],{"categories":3707},[304],{"categories":3709},[203],{"categories":3711},[],{"categories":3713},[203],{"categories":3715},[241],{"categories":3717},[216],{"categories":3719},[203],{"categories":3721},[304],{"categories":3723},[252],{"categories":3725},[211],{"categories":3727},[230],{"categories":3729},[203],{"categories":3731},[203],{"categories":3733},[203],{"categories":3735},[203],{"categories":3737},[252],{"categories":3739},[333],{"categories":3741},[],{"categories":3743},[],{"categories":3745},[255],{"categories":3747},[547],{"categories":3749},[203],{"categories":3751},[216],{"categories":3753},[203,230],{"categories":3755},[252],{"categories":3757},[203],{"categories":3759},[203],{"categories":3761},[203],{"categories":3763},[203],{"categories":3765},[203],{"categories":3767},[203],{"categories":3769},[203],{"categories":3771},[216],{"categories":3773},[203],{"categories":3775},[216],{"categories":3777},[203],{"categories":3779},[203],{"categories":3781},[203],{"categories":3783},[],{"categories":3785},[203],{"categories":3787},[1327],{"categories":3789},[230],{"categories":3791},[304],{"categories":3793},[203],{"categories":3795},[203],{"categories":3797},[203],{"categories":3799},[255],{"categories":3801},[216],{"categories":3803},[333],{"categories":3805},[374],{"categories":3807},[],{"categories":3809},[230],{"categories":3811},[203],{"categories":3813},[211],{"categories":3815},[216],{"categories":3817},[206],{"categories":3819},[216],{"categories":3821},[203],{"categories":3823},[216],{"categories":3825},[216],{"categories":3827},[219],{"categories":3829},[230],{"categories":3831},[203],{"categories":3833},[203],{"categories":3835},[],{"categories":3837},[],{"categories":3839},[],{"categories":3841},[374],{"categories":3843},[203],{"categories":3845},[252],{"categories":3847},[203],{"categories":3849},[203],{"categories":3851},[203],{"categories":3853},[203],{"categories":3855},[],{"categories":3857},[203],{"categories":3859},[255],{"categories":3861},[211],{"categories":3863},[216],{"categories":3865},[203],{"categories":3867},[],{"categories":3869},[203],{"categories":3871},[216],{"categories":3873},[203],{"categories":3875},[374],{"categories":3877},[],{"categories":3879},[304],{"categories":3881},[304],{"categories":3883},[203],{"categories":3885},[216],{"categories":3887},[],{"categories":3889},[230],{"categories":3891},[203],{"categories":3893},[304],{"categories":3895},[203],{"categories":3897},[211],{"categories":3899},[216],{"categories":3901},[203],{"categories":3903},[],{"categories":3905},[252],{"categories":3907},[203],{"categories":3909},[203],{"categories":3911},[203],{"categories":3913},[304],{"categories":3915},[216],{"categories":3917},[252],{"categories":3919},[],{"categories":3921},[216],{"categories":3923},[211],{"categories":3925},[216],{"categories":3927},[304],{"categories":3929},[203],{"categories":3931},[203],{"categories":3933},[203],{"categories":3935},[547],{"categories":3937},[203],{"categories":3939},[216],{"categories":3941},[],{"categories":3943},[203],{"categories":3945},[203],{"categories":3947},[374],{"categories":3949},[252],{"categories":3951},[255],{"categories":3953},[652],{"categories":3955},[255],{"categories":3957},[255],{"categories":3959},[203],{"categories":3961},[],{"categories":3963},[],{"categories":3965},[],{"categories":3967},[216],{"categories":3969},[203],{"categories":3971},[216],{"categories":3973},[216],{"categories":3975},[230],{"categories":3977},[203],{"categories":3979},[524],{"categories":3981},[230],{"categories":3983},[216],{"categories":3985},[203],{"categories":3987},[203],{"categories":3989},[203],{"categories":3991},[203],{"categories":3993},[203],{"categories":3995},[216],{"categories":3997},[203],{"categories":3999},[],{"categories":4001},[],{"categories":4003},[203],{"categories":4005},[],{"categories":4007},[203],{"categories":4009},[216],{"categories":4011},[304],{"categories":4013},[203],{"categories":4015},[203],{"categories":4017},[],{"categories":4019},[216],{"categories":4021},[203],{"categories":4023},[203],{"categories":4025},[219],{"categories":4027},[203],{"categories":4029},[304],{"categories":4031},[203],{"categories":4033},[216],{"categories":4035},[211],{"categories":4037},[203],{"categories":4039},[203],{"categories":4041},[333],{"categories":4043},[216],{"categories":4045},[203],{"categories":4047},[203],{"categories":4049},[964],{"categories":4051},[203],{"categories":4053},[216],{"categories":4055},[203],{"categories":4057},[230],{"categories":4059},[203],{"categories":4061},[606],{"categories":4063},[304],{"categories":4065},[],{"categories":4067},[203],{"categories":4069},[203],{"categories":4071},[252],{"categories":4073},[547],{"categories":4075},[216],{"categories":4077},[203],{"categories":4079},[],{"categories":4081},[252],{"categories":4083},[468],{"categories":4085},[216],{"categories":4087},[216],{"categories":4089},[216],{"categories":4091},[203],{"categories":4093},[203],{"categories":4095},[216],{"categories":4097},[],{"categories":4099},[211],{"categories":4101},[203],{"categories":4103},[211],{"categories":4105},[216],{"categories":4107},[],{"categories":4109},[230],{"categories":4111},[203],{"categories":4113},[203],{"categories":4115},[206],{"categories":4117},[203],{"categories":4119},[252],{"categories":4121},[374],{"categories":4123},[241],{"categories":4125},[216],{"categories":4127},[216],{"categories":4129},[203],{"categories":4131},[203],{"categories":4133},[216],{"categories":4135},[203],{"categories":4137},[206],{"categories":4139},[],{"categories":4141},[216],{"categories":4143},[203],{"categories":4145},[203],{"categories":4147},[203],{"categories":4149},[216],{"categories":4151},[203],{"categories":4153},[],{"categories":4155},[203],{"categories":4157},[],{"categories":4159},[304],{"categories":4161},[216],{"categories":4163},[203,211],{"categories":4165},[216],{"categories":4167},[203],{"categories":4169},[],{"categories":4171},[206],{"categories":4173},[255],{"categories":4175},[211],{"categories":4177},[203],{"categories":4179},[230],{"categories":4181},[203],{"categories":4183},[203],{"categories":4185},[216],{"categories":4187},[203],{"categories":4189},[203],{"categories":4191},[203],{"categories":4193},[252],{"categories":4195},[1327],{"categories":4197},[216],{"categories":4199},[203],{"categories":4201},[],{"categories":4203},[],{"categories":4205},[203],{"categories":4207},[216],{"categories":4209},[203],{"categories":4211},[203],{"categories":4213},[374],{"categories":4215},[],{"categories":4217},[203],{"categories":4219},[216],{"categories":4221},[241],{"categories":4223},[216],{"categories":4225},[547],{"categories":4227},[],{"categories":4229},[491],{"categories":4231},[216],{"categories":4233},[203],{"categories":4235},[203],{"categories":4237},[333],{"categories":4239},[216],{"categories":4241},[203],{"categories":4243},[255],{"categories":4245},[219],{"categories":4247},[216],{"categories":4249},[203],{"categories":4251},[547],{"categories":4253},[203],{"categories":4255},[374],{"categories":4257},[211],{"categories":4259},[],{"categories":4261},[203],{"categories":4263},[203],{"categories":4265},[333],{"categories":4267},[304],{"categories":4269},[203],{"categories":4271},[203],{"categories":4273},[203],{"categories":4275},[],{"categories":4277},[333],{"categories":4279},[252],{"categories":4281},[203],{"categories":4283},[203],{"categories":4285},[203],{"categories":4287},[652],{"categories":4289},[206],{"categories":4291},[203],{"categories":4293},[219],{"categories":4295},[203],{"categories":4297},[],{"categories":4299},[],{"categories":4301},[304],{"categories":4303},[203],{"categories":4305},[255],{"categories":4307},[333],{"categories":4309},[216],{"categories":4311},[203],{"categories":4313},[203],{"categories":4315},[333],{"categories":4317},[252],{"categories":4319},[203],{"categories":4321},[],{"categories":4323},[203],{"categories":4325},[203],{"categories":4327},[],{"categories":4329},[203],{"categories":4331},[203],{"categories":4333},[677],{"categories":4335},[203],{"categories":4337},[203],{"categories":4339},[216],{"categories":4341},[230],{"categories":4343},[547],{"categories":4345},[203],{"categories":4347},[203],{"categories":4349},[203],{"categories":4351},[],{"categories":4353},[203,230],{"categories":4355},[252],{"categories":4357},[216],{"categories":4359},[230],{"categories":4361},[216],{"categories":4363},[1002],{"categories":4365},[230],{"categories":4367},[230],{"categories":4369},[216],{"categories":4371},[203],{"categories":4373},[206],{"categories":4375},[],{"categories":4377},[],{"categories":4379},[216],{"categories":4381},[203],{"categories":4383},[230],{"categories":4385},[203],{"categories":4387},[206],{"categories":4389},[230],{"categories":4391},[230],{"categories":4393},[203],{"categories":4395},[333],{"categories":4397},[203],{"categories":4399},[230],{"categories":4401},[203],{"categories":4403},[],{"categories":4405},[203],{"categories":4407},[203],{"categories":4409},[304,203],{"categories":4411},[374],{"categories":4413},[206],{"categories":4415},[203],{"categories":4417},[],{"categories":4419},[203],{"categories":4421},[203],{"categories":4423},[211],{"categories":4425},[203],{"categories":4427},[211],{"categories":4429},[203],{"categories":4431},[203],{"categories":4433},[468],{"categories":4435},[203],{"categories":4437},[211],{"categories":4439},[230],{"categories":4441},[255],{"categories":4443},[216],{"categories":4445},[203],{"categories":4447},[230],{"categories":4449},[203],{"categories":4451},[203],{"categories":4453},[252],{"categories":4455},[333],{"categories":4457},[304],{"categories":4459},[203],{"categories":4461},[203],{"categories":4463},[203],{"categories":4465},[203],{"categories":4467},[206],{"categories":4469},[203],{"categories":4471},[216],{"categories":4473},[216],{"categories":4475},[230],{"categories":4477},[252],{"categories":4479},[230],{"categories":4481},[230],{"categories":4483},[203],{"categories":4485},[203],{"categories":4487},[],{"categories":4489},[],{"categories":4491},[255],{"categories":4493},[203],{"categories":4495},[230],{"categories":4497},[203],{"categories":4499},[304],{"categories":4501},[547],{"categories":4503},[491],{"categories":4505},[468],{"categories":4507},[203],{"categories":4509},[203],{"categories":4511},[203],{"categories":4513},[255],{"categories":4515},[203],{"categories":4517},[203],{"categories":4519},[203],{"categories":4521},[203],{"categories":4523},[203],{"categories":4525},[203],{"categories":4527},[203],{"categories":4529},[216],{"categories":4531},[206],{"categories":4533},[216],{"categories":4535},[203,211],{"categories":4537},[],{"categories":4539},[304],{"categories":4541},[],{"categories":4543},[219],{"categories":4545},[203],{"categories":4547},[252],{"categories":4549},[206],{"categories":4551},[203],{"categories":4553},[206],{"categories":4555},[216],{"categories":4557},[255],{"categories":4559},[216],{"categories":4561},[219],{"categories":4563},[216],{"categories":4565},[203],{"categories":4567},[203],{"categories":4569},[211],{"categories":4571},[216],{"categories":4573},[230],{"categories":4575},[333],{"categories":4577},[203],{"categories":4579},[203],{"categories":4581},[],{"categories":4583},[252],{"categories":4585},[203],{"categories":4587},[203],{"categories":4589},[203],{"categories":4591},[203],{"categories":4593},[203],{"categories":4595},[203],{"categories":4597},[230],{"categories":4599},[252],{"categories":4601},[230],{"categories":4603},[230],{"categories":4605},[203],{"categories":4607},[203],{"categories":4609},[203],{"categories":4611},[203],{"categories":4613},[491],{"categories":4615},[203],{"categories":4617},[216],{"categories":4619},[252],{"categories":4621},[203],{"categories":4623},[203],{"categories":4625},[203],{"categories":4627},[216],{"categories":4629},[203],{"categories":4631},[203],{"categories":4633},[203],{"categories":4635},[3226],{"categories":4637},[4638],"Clinical AI",{"categories":4640},[304],{"categories":4642},[203],{"categories":4644},[203],{"categories":4646},[203],{"categories":4648},[203],{"categories":4650},[374],{"categories":4652},[2585],{"categories":4654},[203],{"categories":4656},[219],{"categories":4658},[304],{"categories":4660},[203],{"categories":4662},[216],{"categories":4664},[203],{"categories":4666},[203],{"categories":4668},[252],{"categories":4670},[203],{"categories":4672},[216],{"categories":4674},[230],{"categories":4676},[333],{"categories":4678},[203],{"categories":4680},[203],{"categories":4682},[211],{"categories":4684},[203],{"categories":4686},[203],{"categories":4688},[606],{"categories":4690},[203],{"categories":4692},[],{"categories":4694},[216],{"categories":4696},[203],{"categories":4698},[230],{"categories":4700},[206],{"categories":4702},[203],{"categories":4704},[],{"categories":4706},[],{"categories":4708},[203],{"categories":4710},[],{"categories":4712},[211],{"categories":4714},[203],{"categories":4716},[203],{"categories":4718},[216],{"categories":4720},[203],{"categories":4722},[252],{"categories":4724},[252],{"categories":4726},[252],{"categories":4728},[252],{"categories":4730},[],{"categories":4732},[206],{"categories":4734},[216],{"categories":4736},[252],{"categories":4738},[203],{"categories":4740},[677],{"categories":4742},[219],{"categories":4744},[216],{"categories":4746},[203],{"categories":4748},[206],{"categories":4750},[203],{"categories":4752},[216],{"categories":4754},[203],{"categories":4756},[203],{"categories":4758},[203],{"categories":4760},[203,216],{"categories":4762},[216],{"categories":4764},[374],{"categories":4766},[252],{"categories":4768},[216],{"categories":4770},[252],{"categories":4772},[216],{"categories":4774},[203],{"categories":4776},[],{"categories":4778},[252],{"categories":4780},[333],{"categories":4782},[206],{"categories":4784},[203],{"categories":4786},[203],{"categories":4788},[],{"categories":4790},[230],{"categories":4792},[],{"categories":4794},[206],{"categories":4796},[216],{"categories":4798},[252],{"categories":4800},[203],{"categories":4802},[252],{"categories":4804},[206],{"categories":4806},[252],{"categories":4808},[252],{"categories":4810},[],{"categories":4812},[211],{"categories":4814},[216],{"categories":4816},[252],{"categories":4818},[252],{"categories":4820},[252],{"categories":4822},[252],{"categories":4824},[252],{"categories":4826},[252],{"categories":4828},[252],{"categories":4830},[252],{"categories":4832},[252],{"categories":4834},[252],{"categories":4836},[255],{"categories":4838},[206],{"categories":4840},[203],{"categories":4842},[203],{"categories":4844},[216],{"categories":4846},[216],{"categories":4848},[],{"categories":4850},[203],{"categories":4852},[203,206],{"categories":4854},[],{"categories":4856},[216],{"categories":4858},[203],{"categories":4860},[252],{"categories":4862},[216],{"categories":4864},[1002],{"categories":4866},[203],{"categories":4868},[203],{"categories":4870},[203],{"categories":4872},[203],{"categories":4874},[203],{"categories":4876},[468],{"categories":4878},[203],{"categories":4880},[203],{"categories":4882},[216],{"categories":4884},[203],{"categories":4886},[203],{"categories":4888},[211],{"categories":4890},[219],{"categories":4892},[216],{"categories":4894},[216],{"categories":4896},[],{"categories":4898},[216],{"categories":4900},[304],{"categories":4902},[252],{"categories":4904},[203],{"categories":4906},[],{"categories":4908},[219],{"categories":4910},[],{"categories":4912},[230],{"categories":4914},[203],{"categories":4916},[216],{"categories":4918},[304],{"categories":4920},[203],{"categories":4922},[],{"categories":4924},[203],{"categories":4926},[203],{"categories":4928},[],{"categories":4930},[333],{"categories":4932},[203],{"categories":4934},[216],{"categories":4936},[],{"categories":4938},[],{"categories":4940},[252],{"categories":4942},[206],{"categories":4944},[203],{"categories":4946},[203],{"categories":4948},[211],{"categories":4950},[203],{"categories":4952},[203],{"categories":4954},[216],{"categories":4956},[203],{"categories":4958},[211],{"categories":4960},[211],{"categories":4962},[304],{"categories":4964},[],{"categories":4966},[203],{"categories":4968},[252],{"categories":4970},[],{"categories":4972},[203],{"categories":4974},[203],{"categories":4976},[304],{"categories":4978},[203],{"categories":4980},[203],{"categories":4982},[333],{"categories":4984},[203],{"categories":4986},[374],{"categories":4988},[],{"categories":4990},[216],{"categories":4992},[203],{"categories":4994},[333],{"categories":4996},[230],{"categories":4998},[],{"categories":5000},[203],{"categories":5002},[],{"categories":5004},[216],{"categories":5006},[304],{"categories":5008},[230],{"categories":5010},[],{"categories":5012},[3226],{"categories":5014},[211],{"categories":5016},[206],{"categories":5018},[203],{"categories":5020},[255],{"categories":5022},[216],{"categories":5024},[304],{"categories":5026},[203],{"categories":5028},[230],{"categories":5030},[],{"categories":5032},[],{"categories":5034},[203],{"categories":5036},[206],{"categories":5038},[203],{"categories":5040},[333],{"categories":5042},[],{"categories":5044},[216],{"categories":5046},[216],{"categories":5048},[203],{"categories":5050},[216],{"categories":5052},[203],{"categories":5054},[252],{"categories":5056},[230],{"categories":5058},[203],{"categories":5060},[216],{"categories":5062},[219],{"categories":5064},[203],{"categories":5066},[203],{"categories":5068},[203],{"categories":5070},[216],{"categories":5072},[203],{"categories":5074},[219],{"categories":5076},[333],{"categories":5078},[252],{"categories":5080},[],{"categories":5082},[333],{"categories":5084},[203],{"categories":5086},[],{"categories":5088},[230],{"categories":5090},[216],{"categories":5092},[],{"categories":5094},[203],{"categories":5096},[203],{"categories":5098},[203],{"categories":5100},[203],{"categories":5102},[203],{"categories":5104},[216],{"categories":5106},[211],{"categories":5108},[206],{"categories":5110},[216],{"categories":5112},[203],{"categories":5114},[304],{"categories":5116},[230],{"categories":5118},[230],{"categories":5120},[203],{"categories":5122},[255],{"categories":5124},[216],{"categories":5126},[203],{"categories":5128},[203],{"categories":5130},[216],{"categories":5132},[203],{"categories":5134},[203],{"categories":5136},[216],{"categories":5138},[211],{"categories":5140},[203],{"categories":5142},[304],{"categories":5144},[230],{"categories":5146},[216],{"categories":5148},[203],{"categories":5150},[219],{"categories":5152},[203],{"categories":5154},[216],{"categories":5156},[203],{"categories":5158},[203],{"categories":5160},[252],{"categories":5162},[203],{"categories":5164},[],{"categories":5166},[206],{"categories":5168},[203],{"categories":5170},[203],{"categories":5172},[203],{"categories":5174},[230],{"categories":5176},[230],{"categories":5178},[203],{"categories":5180},[230],{"categories":5182},[203],{"categories":5184},[216],{"categories":5186},[203],{"categories":5188},[203],{"categories":5190},[203],{"categories":5192},[203],{"categories":5194},[203],{"categories":5196},[],{"categories":5198},[203],{"categories":5200},[304],{"categories":5202},[216],{"categories":5204},[211],{"categories":5206},[252],{"categories":5208},[203],{"categories":5210},[216],{"categories":5212},[203],{"categories":5214},[216],{"categories":5216},[203],{"categories":5218},[203],{"categories":5220},[304],{"categories":5222},[216],{"categories":5224},[203],{"categories":5226},[333],{"categories":5228},[203],{"categories":5230},[255],{"categories":5232},[203],{"categories":5234},[203],{"categories":5236},[252],{"categories":5238},[203],{"categories":5240},[203],{"categories":5242},[203],{"categories":5244},[203],{"categories":5246},[216],{"categories":5248},[374],{"categories":5250},[203],{"categories":5252},[230],{"categories":5254},[216],{"categories":5256},[255],{"categories":5258},[],{"categories":5260},[216],{"categories":5262},[230],{"categories":5264},[203],{"categories":5266},[203],{"categories":5268},[2423],{"categories":5270},[304],{"categories":5272},[403],{"categories":5274},[203],{"categories":5276},[203],{"categories":5278},[203],{"categories":5280},[203],{"categories":5282},[206],{"categories":5284},[203],{"categories":5286},[203],{"categories":5288},[230],{"categories":5290},[211],{"categories":5292},[203],{"categories":5294},[230],{"categories":5296},[203],{"categories":5298},[],{"categories":5300},[216],{"categories":5302},[216],{"categories":5304},[203],{"categories":5306},[203],{"categories":5308},[203],{"categories":5310},[255],{"categories":5312},[],{"categories":5314},[252],{"categories":5316},[],{"categories":5318},[252],{"categories":5320},[203],{"categories":5322},[203],{"categories":5324},[216],{"categories":5326},[203],{"categories":5328},[216],{"categories":5330},[216],{"categories":5332},[],{"categories":5334},[203],{"categories":5336},[252],{"categories":5338},[203],{"categories":5340},[],{"categories":5342},[203],{"categories":5344},[203],{"categories":5346},[],{"categories":5348},[203],{"categories":5350},[203],{"categories":5352},[304],{"categories":5354},[230],{"categories":5356},[216],{"categories":5358},[203],{"categories":5360},[203],{"categories":5362},[203],{"categories":5364},[203],{"categories":5366},[333],{"categories":5368},[203],{"categories":5370},[203],{"categories":5372},[203],{"categories":5374},[206],{"categories":5376},[203],{"categories":5378},[203],{"categories":5380},[],{"categories":5382},[203],{"categories":5384},[203],{"categories":5386},[203],{"categories":5388},[],{"categories":5390},[206],{"categories":5392},[203],{"categories":5394},[203],{"categories":5396},[252],{"categories":5398},[230],{"categories":5400},[219],{"categories":5402},[216],{"categories":5404},[547],{"categories":5406},[203],{"categories":5408},[203],{"categories":5410},[203],{"categories":5412},[230],{"categories":5414},[252],{"categories":5416},[304],{"categories":5418},[203],{"categories":5420},[203],{"categories":5422},[203],{"categories":5424},[203],{"categories":5426},[252],{"categories":5428},[203],{"categories":5430},[304],{"categories":5432},[203],{"categories":5434},[203],{"categories":5436},[252],{"categories":5438},[304],{"categories":5440},[203],{"categories":5442},[252],{"categories":5444},[203],{"categories":5446},[216],{"categories":5448},[216],{"categories":5450},[216],{"categories":5452},[230],{"categories":5454},[252],{"categories":5456},[216],{"categories":5458},[216],{"categories":5460},[203],{"categories":5462},[230],{"categories":5464},[304],{"categories":5466},[203],{"categories":5468},[203],{"categories":5470},[216],{"categories":5472},[203],{"categories":5474},[],{"categories":5476},[216],{"categories":5478},[],{"categories":5480},[203],{"categories":5482},[203],{"categories":5484},[],{"categories":5486},[],{"categories":5488},[216],{"categories":5490},[211],{"categories":5492},[216],{"categories":5494},[5495],"Liability & Ethics",{"categories":5497},[203],{"categories":5499},[203],{"categories":5501},[203],{"categories":5503},[216],{"categories":5505},[206],{"categories":5507},[216],{"categories":5509},[211],{"categories":5511},[333],{"categories":5513},[216],{"categories":5515},[203],{"categories":5517},[203],{"categories":5519},[],{"categories":5521},[652],{"categories":5523},[216],{"categories":5525},[],{"categories":5527},[203],{"categories":5529},[206],{"categories":5531},[216],{"categories":5533},[],{"categories":5535},[216],{"categories":5537},[203],{"categories":5539},[203],{"categories":5541},[230],{"categories":5543},[203],{"categories":5545},[252],{"categories":5547},[203],{"categories":5549},[203],{"categories":5551},[219],{"categories":5553},[216],{"categories":5555},[203],{"categories":5557},[203],{"categories":5559},[203],{"categories":5561},[252],{"categories":5563},[216],{"categories":5565},[230],{"categories":5567},[304],{"categories":5569},[206],{"categories":5571},[203],{"categories":5573},[203],{"categories":5575},[203],{"categories":5577},[],{"categories":5579},[216],{"categories":5581},[216],{"categories":5583},[216],{"categories":5585},[547],{"categories":5587},[304],{"categories":5589},[216],{"categories":5591},[374],{"categories":5593},[230],{"categories":5595},[252],{"categories":5597},[203],{"categories":5599},[304],{"categories":5601},[203],{"categories":5603},[206],{"categories":5605},[],{"categories":5607},[216],{"categories":5609},[203],{"categories":5611},[203],{"categories":5613},[203],{"categories":5615},[203],{"categories":5617},[216],{"categories":5619},[203],{"categories":5621},[203],{"categories":5623},[304],{"categories":5625},[],{"categories":5627},[216],{"categories":5629},[219],{"categories":5631},[252],{"categories":5633},[216],{"categories":5635},[211],{"categories":5637},[],{"categories":5639},[203],{"categories":5641},[203],{"categories":5643},[219],{"categories":5645},[203],{"categories":5647},[216],{"categories":5649},[252],{"categories":5651},[206],{"categories":5653},[374],{"categories":5655},[203],{"categories":5657},[203],{"categories":5659},[203],{"categories":5661},[252],{"categories":5663},[211],{"categories":5665},[203],{"categories":5667},[304],{"categories":5669},[252],{"categories":5671},[374],{"categories":5673},[203],{"categories":5675},[216],{"categories":5677},[],{"categories":5679},[606],{"categories":5681},[],{"categories":5683},[203],{"categories":5685},[374],{"categories":5687},[203],{"categories":5689},[255],{"categories":5691},[203],{"categories":5693},[216],{"categories":5695},[216],{"categories":5697},[5698],"Design News & Tools",{"categories":5700},[203],{"categories":5702},[203],{"categories":5704},[252],{"categories":5706},[203],{"categories":5708},[203],{"categories":5710},[206],{"categories":5712},[216],{"categories":5714},[203],{"categories":5716},[304],{"categories":5718},[216],{"categories":5720},[216],{"categories":5722},[304],{"categories":5724},[203],{"categories":5726},[203],{"categories":5728},[547],{"categories":5730},[216],{"categories":5732},[203],{"categories":5734},[203],{"categories":5736},[547],{"categories":5738},[203],{"categories":5740},[333],{"categories":5742},[203],{"categories":5744},[216],{"categories":5746},[],{"categories":5748},[203],{"categories":5750},[203],{"categories":5752},[203],{"categories":5754},[252],{"categories":5756},[203],{"categories":5758},[206],{"categories":5760},[],{"categories":5762},[203],{"categories":5764},[203],{"categories":5766},[203],{"categories":5768},[230],{"categories":5770},[677],{"categories":5772},[230],{"categories":5774},[304],{"categories":5776},[203],{"categories":5778},[203,216],{"categories":5780},[333,211],{"categories":5782},[230],{"categories":5784},[203],{"categories":5786},[203],{"categories":5788},[203],{"categories":5790},[203],{"categories":5792},[],{"categories":5794},[216],{"categories":5796},[203],{"categories":5798},[],{"categories":5800},[203],{"categories":5802},[230],{"categories":5804},[203],{"categories":5806},[230],{"categories":5808},[],{"categories":5810},[216],{"categories":5812},[203],{"categories":5814},[211],{"categories":5816},[203],{"categories":5818},[252],{"categories":5820},[203],{"categories":5822},[],{"categories":5824},[216],{"categories":5826},[203],{"categories":5828},[],{"categories":5830},[304],{"categories":5832},[203],{"categories":5834},[203],{"categories":5836},[216],{"categories":5838},[203],{"categories":5840},[203],{"categories":5842},[206],{"categories":5844},[216],{"categories":5846},[203],{"categories":5848},[],{"categories":5850},[203],{"categories":5852},[374],{"categories":5854},[333],{"categories":5856},[211],{"categories":5858},[211],{"categories":5860},[203],{"categories":5862},[206],{"categories":5864},[206],{"categories":5866},[203],{"categories":5868},[216],{"categories":5870},[203],{"categories":5872},[203],{"categories":5874},[203],{"categories":5876},[203],{"categories":5878},[230],{"categories":5880},[203],{"categories":5882},[206],{"categories":5884},[203],{"categories":5886},[203],{"categories":5888},[216],{"categories":5890},[203],{"categories":5892},[333],{"categories":5894},[203],{"categories":5896},[252],{"categories":5898},[203],{"categories":5900},[203],{"categories":5902},[216],{"categories":5904},[219],{"categories":5906},[203],{"categories":5908},[203],{"categories":5910},[216],{"categories":5912},[],{"categories":5914},[230],{"categories":5916},[],{"categories":5918},[230],{"categories":5920},[216],{"categories":5922},[206],{"categories":5924},[203],{"categories":5926},[],{"categories":5928},[255],{"categories":5930},[374],{"categories":5932},[203],{"categories":5934},[230],{"categories":5936},[203],{"categories":5938},[],{"categories":5940},[252],{"categories":5942},[216],{"categories":5944},[230],{"categories":5946},[304],{"categories":5948},[211],{"categories":5950},[203],{"categories":5952},[203],{"categories":5954},[216],{"categories":5956},[230],{"categories":5958},[216],{"categories":5960},[252],{"categories":5962},[203],{"categories":5964},[219],{"categories":5966},[206],{"categories":5968},[219],{"categories":5970},[252],{"categories":5972},[203],{"categories":5974},[230],{"categories":5976},[203],{"categories":5978},[304],{"categories":5980},[211],{"categories":5982},[203],{"categories":5984},[203],{"categories":5986},[203],{"categories":5988},[203],{"categories":5990},[203],{"categories":5992},[203],{"categories":5994},[216],{"categories":5996},[203],{"categories":5998},[216],{"categories":6000},[203],{"categories":6002},[203],{"categories":6004},[206],{"categories":6006},[203],{"categories":6008},[216],{"categories":6010},[216],{"categories":6012},[304],{"categories":6014},[216],{"categories":6016},[216],{"categories":6018},[203],{"categories":6020},[206],{"categories":6022},[216],{"categories":6024},[304],{"categories":6026},[],{"categories":6028},[203],{"categories":6030},[255],{"categories":6032},[547],{"categories":6034},[203],{"categories":6036},[216],{"categories":6038},[203],{"categories":6040},[203],{"categories":6042},[230],{"categories":6044},[203],{"categories":6046},[],{"categories":6048},[203],{"categories":6050},[216],{"categories":6052},[203],{"categories":6054},[333],{"categories":6056},[203],{"categories":6058},[230],{"categories":6060},[203],{"categories":6062},[252],{"categories":6064},[216],{"categories":6066},[203],{"categories":6068},[333],{"categories":6070},[216],{"categories":6072},[211],{"categories":6074},[211],{"categories":6076},[203],{"categories":6078},[203],{"categories":6080},[203],{"categories":6082},[203],{"categories":6084},[203],{"categories":6086},[203],{"categories":6088},[206],{"categories":6090},[],{"categories":6092},[203],{"categories":6094},[203],{"categories":6096},[216],{"categories":6098},[216],{"categories":6100},[203],{"categories":6102},[203],{"categories":6104},[203],{"categories":6106},[203],{"categories":6108},[203],{"categories":6110},[230],{"categories":6112},[],{"categories":6114},[206],{"categories":6116},[203],{"categories":6118},[203],{"categories":6120},[216],{"categories":6122},[216],{"categories":6124},[],{"categories":6126},[230],{"categories":6128},[230],{"categories":6130},[203],{"categories":6132},[333],{"categories":6134},[211],{"categories":6136},[304],{"categories":6138},[],{"categories":6140},[203],{"categories":6142},[216],{"categories":6144},[206],{"categories":6146},[203],{"categories":6148},[203],{"categories":6150},[230],{"categories":6152},[206],{"categories":6154},[203],{"categories":6156},[203],{"categories":6158},[252],{"categories":6160},[255],{"categories":6162},[203],{"categories":6164},[252],{"categories":6166},[216],{"categories":6168},[203],{"categories":6170},[],{"categories":6172},[252],{"categories":6174},[216],{"categories":6176},[304],{"categories":6178},[255],{"categories":6180},[203],{"categories":6182},[203],{"categories":6184},[],{"categories":6186},[216],{"categories":6188},[216],{"categories":6190},[216],{"categories":6192},[3226],{"categories":6194},[252],{"categories":6196},[203],{"categories":6198},[230],{"categories":6200},[203],{"categories":6202},[203],{"categories":6204},[203],{"categories":6206},[203],{"categories":6208},[203],{"categories":6210},[211],{"categories":6212},[203],{"categories":6214},[206],{"categories":6216},[1889],{"categories":6218},[374],{"categories":6220},[206],{"categories":6222},[],{"categories":6224},[203],{"categories":6226},[],{"categories":6228},[252],{"categories":6230},[216],{"categories":6232},[304],{"categories":6234},[203],{"categories":6236},[203],{"categories":6238},[203],{"categories":6240},[252],{"categories":6242},[],{"categories":6244},[216],{"categories":6246},[203],{"categories":6248},[216],{"categories":6250},[216],{"categories":6252},[],{"categories":6254},[203],{"categories":6256},[],{"categories":6258},[252],{"categories":6260},[206],{"categories":6262},[304],{"categories":6264},[203],{"categories":6266},[216],{"categories":6268},[252],{"categories":6270},[203],{"categories":6272},[252],{"categories":6274},[],{"categories":6276},[252],{"categories":6278},[203],{"categories":6280},[206],{"categories":6282},[547],{"categories":6284},[216],{"categories":6286},[203],{"categories":6288},[],{"categories":6290},[230],{"categories":6292},[216],{"categories":6294},[219],{"categories":6296},[216],{"categories":6298},[206],{"categories":6300},[203],{"categories":6302},[203],{"categories":6304},[],{"categories":6306},[],{"categories":6308},[],{"categories":6310},[304],{"categories":6312},[203],{"categories":6314},[216],{"categories":6316},[203],{"categories":6318},[203],{"categories":6320},[],{"categories":6322},[],{"categories":6324},[],{"categories":6326},[203],{"categories":6328},[216],{"categories":6330},[304],{"categories":6332},[203],{"categories":6334},[],{"categories":6336},[216],{"categories":6338},[203],{"categories":6340},[203],{"categories":6342},[206],{"categories":6344},[],{"categories":6346},[],{"categories":6348},[203],{"categories":6350},[203],{"categories":6352},[216],{"categories":6354},[304],{"categories":6356},[203],{"categories":6358},[252],{"categories":6360},[],{"categories":6362},[203],{"categories":6364},[203],{"categories":6366},[333],{"categories":6368},[252],{"categories":6370},[333],{"categories":6372},[255],{"categories":6374},[203],{"categories":6376},[203],{"categories":6378},[],{"categories":6380},[],{"categories":6382},[216],{"categories":6384},[],{"categories":6386},[203],{"categories":6388},[547],{"categories":6390},[203],{"categories":6392},[203],{"categories":6394},[203],{"categories":6396},[203],{"categories":6398},[],{"categories":6400},[216],{"categories":6402},[203],{"categories":6404},[203],{"categories":6406},[],{"categories":6408},[216],{"categories":6410},[203],{"categories":6412},[252],{"categories":6414},[203],{"categories":6416},[333],{"categories":6418},[211],{"categories":6420},[219],{"categories":6422},[203],{"categories":6424},[203],{"categories":6426},[216],{"categories":6428},[255],{"categories":6430},[216],{"categories":6432},[216],{"categories":6434},[],{"categories":6436},[203],{"categories":6438},[216],{"categories":6440},[],{"categories":6442},[203],{"categories":6444},[],{"categories":6446},[252],{"categories":6448},[211],{"categories":6450},[],{"categories":6452},[203],{"categories":6454},[203],{"categories":6456},[203],{"categories":6458},[],{"categories":6460},[216],{"categories":6462},[304],{"categories":6464},[206],{"categories":6466},[203],{"categories":6468},[],{"categories":6470},[211],{"categories":6472},[333],{"categories":6474},[203],{"categories":6476},[230],{"categories":6478},[206],{"categories":6480},[255],{"categories":6482},[211],{"categories":6484},[230],{"categories":6486},[216],{"categories":6488},[230],{"categories":6490},[],{"categories":6492},[203],{"categories":6494},[219],{"categories":6496},[203],{"categories":6498},[],{"categories":6500},[216],{"categories":6502},[206],{"categories":6504},[304],{"categories":6506},[203],{"categories":6508},[206],{"categories":6510},[216],{"categories":6512},[374],{"categories":6514},[203],{"categories":6516},[203],{"categories":6518},[203],{"categories":6520},[203],{"categories":6522},[203],{"categories":6524},[206],{"categories":6526},[203],{"categories":6528},[230],{"categories":6530},[255],{"categories":6532},[216],{"categories":6534},[],{"categories":6536},[203],{"categories":6538},[203],{"categories":6540},[203],{"categories":6542},[230],{"categories":6544},[216],{"categories":6546},[252],{"categories":6548},[230],{"categories":6550},[203],{"categories":6552},[219],{"categories":6554},[],{"categories":6556},[304],{"categories":6558},[230],{"categories":6560},[252],{"categories":6562},[203],{"categories":6564},[206],{"categories":6566},[216],{"categories":6568},[203],{"categories":6570},[203],{"categories":6572},[216],{"categories":6574},[219],{"categories":6576},[203],{"categories":6578},[216],{"categories":6580},[203],{"categories":6582},[211],{"categories":6584},[216],{"categories":6586},[216,374],{"categories":6588},[203],{"categories":6590},[203],{"categories":6592},[216],{"categories":6594},[230],{"categories":6596},[203],{"categories":6598},[203],{"categories":6600},[255],{"categories":6602},[216],{"categories":6604},[333],{"categories":6606},[216],{"categories":6608},[211],{"categories":6610},[],{"categories":6612},[216],{"categories":6614},[203],{"categories":6616},[211],{"categories":6618},[],{"categories":6620},[],{"categories":6622},[230],{"categories":6624},[203],{"categories":6626},[203],{"categories":6628},[216],{"categories":6630},[255],{"categories":6632},[333],{"categories":6634},[203],{"categories":6636},[203],{"categories":6638},[203],{"categories":6640},[216],{"categories":6642},[],{"categories":6644},[216],{"categories":6646},[252],{"categories":6648},[203],{"categories":6650},[216],{"categories":6652},[216],{"categories":6654},[203],{"categories":6656},[],{"categories":6658},[252],{"categories":6660},[230],{"categories":6662},[3226],{"categories":6664},[206],{"categories":6666},[230],{"categories":6668},[203],{"categories":6670},[216],{"categories":6672},[203],{"categories":6674},[203],{"categories":6676},[333],{"categories":6678},[230],{"categories":6680},[255],{"categories":6682},[],{"categories":6684},[252],{"categories":6686},[203],{"categories":6688},[203],{"categories":6690},[],{"categories":6692},[216],{"categories":6694},[203],{"categories":6696},[203],{"categories":6698},[203],{"categories":6700},[203],{"categories":6702},[216],{"categories":6704},[203],{"categories":6706},[203],{"categories":6708},[203],{"categories":6710},[219],{"categories":6712},[203],{"categories":6714},[216],{"categories":6716},[203],{"categories":6718},[203],{"categories":6720},[203],{"categories":6722},[203],{"categories":6724},[203],{"categories":6726},[203],{"categories":6728},[203],{"categories":6730},[211],{"categories":6732},[],{"categories":6734},[219],{"categories":6736},[252],{"categories":6738},[216],{"categories":6740},[203],{"categories":6742},[230],{"categories":6744},[],{"categories":6746},[230],{"categories":6748},[230],{"categories":6750},[216],{"categories":6752},[230],{"categories":6754},[203],{"categories":6756},[203],{"categories":6758},[203],{"categories":6760},[216],{"categories":6762},[230],{"categories":6764},[203],{"categories":6766},[203],{"categories":6768},[203],{"categories":6770},[216],{"categories":6772},[252],{"categories":6774},[203],{"categories":6776},[203],{"categories":6778},[203],{"categories":6780},[211],{"categories":6782},[203],{"categories":6784},[216],{"categories":6786},[304],{"categories":6788},[],{"categories":6790},[203],{"categories":6792},[255],{"categories":6794},[216],{"categories":6796},[203],{"categories":6798},[203],{"categories":6800},[],{"categories":6802},[203],{"categories":6804},[203],{"categories":6806},[252],{"categories":6808},[203],{"categories":6810},[203],{"categories":6812},[216],{"categories":6814},[333],{"categories":6816},[],{"categories":6818},[],{"categories":6820},[230],{"categories":6822},[203],{"categories":6824},[203],{"categories":6826},[252],{"categories":6828},[203],{"categories":6830},[230],{"categories":6832},[252],{"categories":6834},[203],{"categories":6836},[203],{"categories":6838},[333],{"categories":6840},[255],{"categories":6842},[203],{"categories":6844},[203],{"categories":6846},[206],{"categories":6848},[216],{"categories":6850},[203],{"categories":6852},[203],{"categories":6854},[216],{"categories":6856},[211],{"categories":6858},[216],{"categories":6860},[230],{"categories":6862},[203],{"categories":6864},[211],{"categories":6866},[],{"categories":6868},[203],{"categories":6870},[255],{"categories":6872},[203],{"categories":6874},[203],{"categories":6876},[],{"categories":6878},[252],{"categories":6880},[203],{"categories":6882},[216],{"categories":6884},[255],{"categories":6886},[203],{"categories":6888},[230],{"categories":6890},[230],{"categories":6892},[230],{"categories":6894},[203],{"categories":6896},[216],{"categories":6898},[216],{"categories":6900},[203],{"categories":6902},[216],{"categories":6904},[203],{"categories":6906},[203],{"categories":6908},[304],{"categories":6910},[255],{"categories":6912},[255],{"categories":6914},[],{"categories":6916},[252],{"categories":6918},[203],{"categories":6920},[203],{"categories":6922},[230],{"categories":6924},[],{"categories":6926},[252],{"categories":6928},[252],{"categories":6930},[252],{"categories":6932},[],{"categories":6934},[216],{"categories":6936},[203],{"categories":6938},[],{"categories":6940},[206],{"categories":6942},[211],{"categories":6944},[],{"categories":6946},[203],{"categories":6948},[203],{"categories":6950},[],{"categories":6952},[230],{"categories":6954},[],{"categories":6956},[],{"categories":6958},[],{"categories":6960},[],{"categories":6962},[203],{"categories":6964},[252],{"categories":6966},[],{"categories":6968},[],{"categories":6970},[203],{"categories":6972},[203],{"categories":6974},[203],{"categories":6976},[255],{"categories":6978},[203],{"categories":6980},[255],{"categories":6982},[],{"categories":6984},[255],{"categories":6986},[255],{"categories":6988},[374],{"categories":6990},[216],{"categories":6992},[230],{"categories":6994},[],{"categories":6996},[],{"categories":6998},[255],{"categories":7000},[230],{"categories":7002},[230],{"categories":7004},[230],{"categories":7006},[],{"categories":7008},[206],{"categories":7010},[230],{"categories":7012},[230],{"categories":7014},[206],{"categories":7016},[230],{"categories":7018},[211],{"categories":7020},[230],{"categories":7022},[230],{"categories":7024},[230],{"categories":7026},[255],{"categories":7028},[252],{"categories":7030},[252],{"categories":7032},[203],{"categories":7034},[230],{"categories":7036},[255],{"categories":7038},[374],{"categories":7040},[255],{"categories":7042},[255],{"categories":7044},[255],{"categories":7046},[],{"categories":7048},[211],{"categories":7050},[],{"categories":7052},[374],{"categories":7054},[230],{"categories":7056},[230],{"categories":7058},[230],{"categories":7060},[216],{"categories":7062},[252,211],{"categories":7064},[255],{"categories":7066},[],{"categories":7068},[],{"categories":7070},[255],{"categories":7072},[],{"categories":7074},[255],{"categories":7076},[252],{"categories":7078},[216],{"categories":7080},[],{"categories":7082},[230],{"categories":7084},[203],{"categories":7086},[304],{"categories":7088},[],{"categories":7090},[203],{"categories":7092},[],{"categories":7094},[252],{"categories":7096},[206],{"categories":7098},[255],{"categories":7100},[],{"categories":7102},[230],{"categories":7104},[252],[7106,7189,7246,7304],{"id":7107,"title":7108,"ai":7109,"body":7114,"categories":7154,"created_at":160,"date_modified":160,"description":153,"extension":161,"faq":160,"featured":162,"kicker_label":160,"meta":7155,"navigation":184,"path":7176,"published_at":7177,"question":160,"scraped_at":7178,"seo":7179,"sitemap":7180,"source_id":7181,"source_name":7182,"source_type":192,"source_url":7183,"stem":7184,"tags":7185,"thumbnail_url":160,"tldr":7186,"tweet":160,"unknown_tags":7187,"__hash__":7188},"summaries\u002Fsummaries\u002F996799bd48044060-memento-llm-self-notes-slash-kv-cache-3x-summary.md","MEMENTO: LLM Self-Notes Slash KV Cache 3x",{"provider":7,"model":8,"input_tokens":7110,"output_tokens":7111,"processing_time_ms":7112,"cost_usd":7113},3943,2865,17227,0.00171425,{"type":14,"value":7115,"toc":7149},[7116,7120,7123,7126,7130,7133,7136,7139,7143,7146],[17,7117,7119],{"id":7118},"kv-cache-bloats-reasoning-costs-linearly","KV Cache Bloats Reasoning Costs Linearly",[22,7121,7122],{},"Reasoning LLMs like OpenAI's o1 and DeepSeek-R1 generate 10,000+ tokens of intermediate thinking per hard problem, keeping every token in the KV cache. This working memory grows linearly with output length, choking GPUs: a single competition math problem on Qwen3-8B hits 10,000+ tokens and ~2.5GB KV cache. Deploying these models at scale fails because dead-end explorations and redundant calculations linger indefinitely, spiking inference costs and limiting batch sizes.",[22,7124,7125],{},"Builders hit walls shipping long-context reasoners—memory exhausts before answers emerge. Standard caching retains full history for attention, but humans solve by noting key results and discarding scratch work.",[17,7127,7129],{"id":7128},"teach-models-to-chunk-summarize-and-forget","Teach Models to Chunk, Summarize, and Forget",[22,7131,7132],{},"MEMENTO replicates human note-taking: split reasoning into chunks, compress each into a compact 'memento' (special tokens capturing essence), then discard original verbose tokens. The model attends only to the chain of mementos for subsequent steps, shrinking active context dramatically.",[22,7134,7135],{},"Core technique uses a custom attention pattern: during generation, produce reasoning chunk → auto-generate memento summary → evict prior tokens except memento → repeat. Mementos act as compressed KV states, preserving critical state without full traces. Training leverages a synthetic data pipeline: chunk existing reasoning traces, distill summaries via self-supervision, fine-tune to predict answers using memento-only history.",[22,7137,7138],{},"This drops KV cache to 1\u002F3 original size. On Qwen2.5-7B, a typical problem shrinks from 18.6GB to 6.2GB. No prompt hacks needed—baked into model weights for plug-and-play inference.",[17,7140,7142],{"id":7141},"benchmarks-confirm-speedups-without-accuracy-hits","Benchmarks Confirm Speedups Without Accuracy Hits",[22,7144,7145],{},"Across model families, MEMENTO holds AIME, MATH, GPQA scores steady while compressing traces 3x. Smaller models like 7B-8B now handle competition-level math that previously OOM'd. Trade-off: extra training compute upfront (synthetic distillation), but inference wins big for production—lower latency, bigger batches, cheaper scaling.",[22,7147,7148],{},"For AI product builders, retrofit via LoRA on open reasoners like Qwen: expect 70% memory savings on long CoT tasks, enabling edge deployment or high-throughput APIs without quantization hacks.",{"title":153,"searchDepth":154,"depth":154,"links":7150},[7151,7152,7153],{"id":7118,"depth":154,"text":7119},{"id":7128,"depth":154,"text":7129},{"id":7141,"depth":154,"text":7142},[203],{"content_references":7156,"triage":7172},[7157,7162,7165,7168],{"type":7158,"title":7159,"author":7160,"context":7161},"tool","o1","OpenAI","mentioned",{"type":7158,"title":7163,"author":7164,"context":7161},"DeepSeek-R1","DeepSeek",{"type":7158,"title":7166,"author":7167,"context":7161},"Qwen3-8B","Qwen",{"type":7169,"title":7170,"author":7171,"context":169},"other","MEMENTO","Microsoft Research",{"relevance":7173,"novelty":180,"quality":180,"actionability":181,"composite":7174,"reasoning":7175},5,4.15,"Category: AI & LLMs. The article provides a detailed explanation of Microsoft's MEMENTO technique for optimizing reasoning LLMs, addressing a specific pain point of memory management in AI models. It offers insights into a novel approach that could be directly applicable for developers looking to improve AI model efficiency.","\u002Fsummaries\u002F996799bd48044060-memento-llm-self-notes-slash-kv-cache-3x-summary","2026-04-16 00:01:02","2026-04-16 03:18:49",{"title":7108,"description":153},{"loc":7176},"996799bd48044060","Towards AI","https:\u002F\u002Fpub.towardsai.net\u002Fmicrosofts-new-method-cuts-reasoning-model-memory-by-3x-here-s-how-it-actually-works-5184fe3a91f8?source=rss----98111c9905da---4","summaries\u002F996799bd48044060-memento-llm-self-notes-slash-kv-cache-3x-summary",[196],"Microsoft's MEMENTO trains reasoning LLMs to generate concise 'mementos' summarizing thinking chunks, discarding verbose tokens to cut KV cache memory by 3x—from 2.5GB to under 1GB per problem—while matching benchmark scores.",[],"Gtg8FkbkdgRzND6xdPRvDdN_ZWh2Lz8sBvdP5bhIJzk",{"id":7190,"title":7191,"ai":7192,"body":7197,"categories":7233,"created_at":160,"date_modified":160,"description":153,"extension":161,"faq":160,"featured":162,"kicker_label":160,"meta":7234,"navigation":184,"path":7235,"published_at":7236,"question":160,"scraped_at":160,"seo":7237,"sitemap":7238,"source_id":7239,"source_name":7182,"source_type":192,"source_url":7240,"stem":7241,"tags":7242,"thumbnail_url":160,"tldr":7243,"tweet":160,"unknown_tags":7244,"__hash__":7245},"summaries\u002Fsummaries\u002F4-concepts-unlock-how-llms-actually-work-summary.md","4 Concepts Unlock How LLMs Actually Work",{"provider":7,"model":8,"input_tokens":7193,"output_tokens":7194,"processing_time_ms":7195,"cost_usd":7196},4373,1430,14270,0.00156695,{"type":14,"value":7198,"toc":7227},[7199,7203,7206,7210,7213,7217,7220,7224],[17,7200,7202],{"id":7201},"tokenization-breaks-text-into-predictable-chunks-for-processing","Tokenization Breaks Text into Predictable Chunks for Processing",[22,7204,7205],{},"LLMs don't process letters or full words; they split input into tokens, typically 3-4 characters each. For example, \"The quick brown fox jumped\" becomes chunks like \"The\", \" quick\", \" brown\", \" fox\", \" jump\" + \"ed\". This lets models recognize patterns such as \"-ed\" signaling past tense, enabling efficient handling of vast data without memorizing every word. Use this to debug unexpected outputs: check token splits via tools like Claude's tokenizer to spot why rare words fragment oddly, improving prompt accuracy.",[17,7207,7209],{"id":7208},"training-compresses-world-knowledge-without-explicit-programming","Training Compresses World Knowledge Without Explicit Programming",[22,7211,7212],{},"LLMs learn by ingesting billions of pages—books, websites, code—building compressed representations of patterns, not rote facts. Picture a library resident who's read everything but never left: they infer \"water flows downhill\" or \"functions need return values\" from correlations. Training unfolds in four stages (pretraining on raw data, supervised fine-tuning, reinforcement learning from human feedback, and alignment), turning noise into probabilistic predictions. This explains why LLMs autocomplete like supercharged phone keyboards: they predict next tokens based on statistical likelihoods from training data, excelling at essays, math, or code but failing on novel logic outside learned patterns.",[17,7214,7216],{"id":7215},"context-and-temperature-control-runtime-behavior","Context and Temperature Control Runtime Behavior",[22,7218,7219],{},"Each interaction uses a context window as working memory—a whiteboard holding your prompt, files, and prior exchanges until full (older content erases first). Typical limits (e.g., Claude's 200K tokens) mean summarizing long histories to fit, preventing overload and hallucinations from forgotten details. Generation applies temperature (0-1 scale): low (0.0-0.3) yields predictable, factual outputs; high (0.7-1.0) boosts creativity via diverse token sampling, like weighted dice rolls. Key tactic: query identically 5x at low temp for consistent data, then evaluate ensembles—single responses are anecdotes, multiples reveal quality, elevating you from casual to pro user.",[17,7221,7223],{"id":7222},"five-hard-limits-define-llm-boundaries","Five Hard Limits Define LLM Boundaries",[22,7225,7226],{},"LLMs can't: 1) access real-time internet (no browsing mid-chat); 2) retain persistent memory (chats reset); 3) perform physical actions (no emails or clicks); 4) know post-training events (provide updates manually); 5) learn from user corrections (one chat doesn't train the model). These force workarounds like external tools for web data or databases for memory, ensuring reliable production use.",{"title":153,"searchDepth":154,"depth":154,"links":7228},[7229,7230,7231,7232],{"id":7201,"depth":154,"text":7202},{"id":7208,"depth":154,"text":7209},{"id":7215,"depth":154,"text":7216},{"id":7222,"depth":154,"text":7223},[],{},"\u002Fsummaries\u002F4-concepts-unlock-how-llms-actually-work-summary","2026-04-08 21:21:19",{"title":7191,"description":153},{"loc":7235},"f63315f940d53b3d","https:\u002F\u002Funknown","summaries\u002F4-concepts-unlock-how-llms-actually-work-summary",[196],"Grasp LLMs via tokens (3-4 char text chunks), training (pattern compression from billions of pages), context windows (whiteboard-style memory), and temperature (0-1 creativity dial)—knowing these beats 95% of users.",[],"V68lcR8L5RVGUNlb4dpLgVuJOfd1qbG04N62WWA9YLc",{"id":7247,"title":7248,"ai":7249,"body":7254,"categories":7291,"created_at":160,"date_modified":160,"description":153,"extension":161,"faq":160,"featured":162,"kicker_label":160,"meta":7292,"navigation":184,"path":7293,"published_at":7294,"question":160,"scraped_at":160,"seo":7295,"sitemap":7296,"source_id":7297,"source_name":7298,"source_type":192,"source_url":7240,"stem":7299,"tags":7300,"thumbnail_url":160,"tldr":7301,"tweet":160,"unknown_tags":7302,"__hash__":7303},"summaries\u002Fsummaries\u002Fai-homunculus-superintelligence-reshapes-everythin-summary.md","AI Homunculus: Superintelligence Reshapes Everything Fast",{"provider":7,"model":8,"input_tokens":7250,"output_tokens":7251,"processing_time_ms":7252,"cost_usd":7253},8800,1633,14656,0.0021061,{"type":14,"value":7255,"toc":7286},[7256,7260,7263,7266,7270,7273,7276,7280,7283],[17,7257,7259],{"id":7258},"ais-unprecedented-leap-birthing-non-human-language-users","AI's Unprecedented Leap: Birthing Non-Human Language Users",[22,7261,7262],{},"Unlike cars, internet, or wheels—which accelerated movement or connection—LLMs represent inventing a homunculus: artificial cognition trained on human language, given unsupervised access to every person, and scaled to universal superintelligence. This dwarfs prior tech by creating a new intelligent species fluent in writing, ending humanity's 10,000-year monopoly on written communication. The author argues we've already mutated language into \"cognitive language,\" blending human and machine output indistinguishably—who wrote it? Human, AI, or hybrid? This shift happened incrementally via chatbots rewriting emails, legal docs, novels, and manifestos, without alarm, as no one registered non-humans wielding language at human levels.",[22,7264,7265],{},"Three axioms define the trajectory: (1) AI permanence—no reversal, infiltrating all life facets; (2) 90-99% cognitive task superiority within 5 years (possibly 24 months), fueling self-accelerating loops via effectuation; (3) hyperfast change outpacing preparation, forcing reactive responses as seen in current disruptions. If uncapped, superintelligence is inevitable, demanding hopes for energy limits or alignment magic to avert dominance.",[17,7267,7269],{"id":7268},"explosive-paths-from-delusion-to-total-upheaval","Explosive Paths: From Delusion to Total Upheaval",[22,7271,7272],{},"Three futures: (1) AI as mass delusion, fading uselessly (door closing); (2) slow, manageable societal rewrite over decades; (3) \"everything everywhere all at once\"—intelligence exploding daily, broader and deeper than humans (already beats all on knowledge breadth). In 6 months, superior code; 12 months, diagnostics; 18-36 months, science, engineering, politics, economics. Neutral outcomes still upend society: curing cancer, solving hunger, or weaponizing misinformation, destabilizing grids, triggering nukes—before a 2-year-old turns 5, killing 5-year plans.",[22,7274,7275],{},"Even skeptics must game out path 3: AI accelerates untethered by human learning limits, alien in nature, impacting all domains relentlessly. Worst: Skynet apocalypse. Best: utopian fixes, but still foggy step 4—tolerate, love, eat, or torture us? Timeline unknown: 5-30 years.",[17,7277,7279],{"id":7278},"societal-reckoning-cognitive-obsolescence-and-existential-void","Societal Reckoning: Cognitive Obsolescence and Existential Void",[22,7281,7282],{},"First wave: 80-90% workforce redundant—no developers, doctors, teachers, advertisers—as AI outperforms across cognition. Humans become incompetent observers; ethically, inferior humans misdiagnosing or piloting becomes malpractice. Philosophically uncharted: humanity demoted from cognitive apex, second to galactic IQ test. Purposes shatter—what role in cognitive society? What to do Tuesdays?",[22,7284,7285],{},"PR pivots productivity-utopia vs. danger nods, but transgression complete: sovereignty lost via language co-option. Incrementalism hid it—silly chatbots to arms race—but illusion shatters like sci-fi magic in Wolfe's New Sun, where tech masquerades incomprehensible. Prepare existentially, as slower 10-20 year ramps still overwhelm.",{"title":153,"searchDepth":154,"depth":154,"links":7287},[7288,7289,7290],{"id":7258,"depth":154,"text":7259},{"id":7268,"depth":154,"text":7269},{"id":7278,"depth":154,"text":7279},[252],{},"\u002Fsummaries\u002Fai-homunculus-superintelligence-reshapes-everythin-summary","2026-04-08 21:21:18",{"title":7248,"description":153},{"loc":7293},"2aaf2e8de317a830","Generative AI","summaries\u002Fai-homunculus-superintelligence-reshapes-everythin-summary",[196],"Creating LLMs taught human language birthed non-human cognition accessible to all, set to outperform humans at 90-99% of tasks in 2-5 years, obliterating human language monopoly and cognitive primacy.",[],"1H1G3UYTJSqS50f4RjzU6bLL-u8r7iNLE6vFRfiLf5s",{"id":7305,"title":7306,"ai":7307,"body":7312,"categories":7335,"created_at":160,"date_modified":160,"description":153,"extension":161,"faq":160,"featured":162,"kicker_label":160,"meta":7336,"navigation":184,"path":7337,"published_at":7294,"question":160,"scraped_at":160,"seo":7338,"sitemap":7339,"source_id":7340,"source_name":7298,"source_type":192,"source_url":7240,"stem":7341,"tags":7342,"thumbnail_url":160,"tldr":7343,"tweet":160,"unknown_tags":7344,"__hash__":7345},"summaries\u002Fsummaries\u002Fllms-fake-competence-more-dangerously-than-they-ha-summary.md","LLMs Fake Competence More Dangerously Than They Hallucinate",{"provider":7,"model":8,"input_tokens":7308,"output_tokens":7309,"processing_time_ms":7310,"cost_usd":7311},3650,870,7759,0.0011425,{"type":14,"value":7313,"toc":7331},[7314,7318,7321,7325,7328],[17,7315,7317],{"id":7316},"rejecting-the-ai-everywhere-mandate","Rejecting the 'AI Everywhere' Mandate",[22,7319,7320],{},"Tech pushes professionals to offload writing, coding, planning, research, and decisions to LLMs to stay relevant, framing it as inevitable. This creates pressure to adopt AI universally. Counter this by recognizing humans err too—LLM mistakes aren't the core issue. Instead, question mandates that prioritize tool use over judgment.",[17,7322,7324],{"id":7323},"imitation-trumps-actual-thinking","Imitation Trumps Actual Thinking",[22,7326,7327],{},"LLMs excel at generating text, code, summaries, explanations, and plans that appear polished, confident, and intelligent. This 'appearance of thoughtful work' builds undeserved trust before real competence is proven. Unlike blatant hallucinations, this subtle mimicry deceives users into over-relying on outputs that lack true reasoning, shifting problems from accuracy to misplaced confidence.",[22,7329,7330],{},"This partial article (intro only) distills a contrarian view: in 2026, LLMs imitate work convincingly, making hype-driven adoption riskier than admitted.",{"title":153,"searchDepth":154,"depth":154,"links":7332},[7333,7334],{"id":7316,"depth":154,"text":7317},{"id":7323,"depth":154,"text":7324},[],{},"\u002Fsummaries\u002Fllms-fake-competence-more-dangerously-than-they-ha-summary",{"title":7306,"description":153},{"loc":7337},"d8c6432f74359e1e","summaries\u002Fllms-fake-competence-more-dangerously-than-they-ha-summary",[196],"LLMs' real threat isn't errors—it's producing polished, confident outputs that mimic deep thinking and earn trust prematurely, fueling blind AI adoption.",[],"vKlbypnKSsEU0joig3nx1YYF6TXEn8ErR2Zguk5P6MY"]