[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-35e5df1a5e1ba70e-chatgpt-predicts-words-from-patterns-not-facts-summary":3,"summaries-facets-categories":148,"summary-related-35e5df1a5e1ba70e-chatgpt-predicts-words-from-patterns-not-facts-summary":7053},{"id":4,"title":5,"ai":6,"body":13,"categories":110,"created_at":111,"date_modified":111,"description":103,"extension":112,"faq":111,"featured":113,"kicker_label":111,"meta":114,"navigation":130,"path":131,"published_at":132,"question":111,"scraped_at":133,"seo":134,"sitemap":135,"source_id":136,"source_name":137,"source_type":138,"source_url":139,"stem":140,"tags":141,"thumbnail_url":111,"tldr":145,"tweet":111,"unknown_tags":146,"__hash__":147},"summaries\u002Fsummaries\u002F35e5df1a5e1ba70e-chatgpt-predicts-words-from-patterns-not-facts-summary.md","ChatGPT Predicts Words from Patterns, Not Facts",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",5740,1282,10576,0.00128215,{"type":14,"value":15,"toc":102},"minimark",[16,21,25,28,32,35,58,61,65,68,71,75,78,99],[17,18,20],"h2",{"id":19},"llms-predict-next-words-dont-retrieve-facts","LLMs Predict Next Words, Don't Retrieve Facts",[22,23,24],"p",{},"Large Language Models (LLMs) like ChatGPT don't search databases or memorize facts. Instead, they generate responses one word at a time by predicting the most statistically likely continuation based on patterns from hundreds of billions of training words—books, articles, websites, forums, and papers. For \"What’s the capital of France?\", it outputs \"Paris\" because training data shows that word follows that query most often, not because it \"knows\" the answer.",[22,26,27],{},"This next-word prediction mimics someone who's absorbed the British Library's contents without memorization, intuitively completing sentences naturally. A simulator demonstrates this: each click reveals how context shapes the next probable word, revealing why responses feel coherent yet can hallucinate fabricated details that sound authoritative.",[17,29,31],{"id":30},"training-maps-statistical-relationships-in-three-stages","Training Maps Statistical Relationships in Three Stages",[22,33,34],{},"LLMs learn without explicit teaching through:",[36,37,38,46,52],"ol",{},[39,40,41,45],"li",{},[42,43,44],"strong",{},"Processing raw text",": Ingesting massive datasets to map word co-occurrences and contexts statistically—no comprehension involved.",[39,47,48,51],{},[42,49,50],{},"Spotting patterns",": Differentiating ambiguities like \"bank\" (financial vs. river) via surrounding words' statistical signals.",[39,53,54,57],{},[42,55,56],{},"Generating outputs",": Assembling replies word-by-word, guided by your prompt's context.",[22,59,60],{},"\"Large\" means hundreds of billions of parameters—internal dials tuned during training. More parameters enable nuance handling, long-context maintenance, and complex instructions. GPT-4, Claude, and Gemini vary in architecture, data, and scale, explaining prompt inconsistencies across tools.",[17,62,64],{"id":63},"limitations-stem-from-probability-not-bugs","Limitations Stem from Probability, Not Bugs",[22,66,67],{},"Hallucinations—confident fabrications—arise because LLMs prioritize plausible text over truth: they can't self-verify, access real-time data (beyond cutoff dates), reliably remember conversations, or truly understand meaning. These aren't fixable flaws but inherent to generative prediction.",[22,69,70],{},"Professionals succeed by treating outputs like a colleague's plausible recall: verify facts, especially high-stakes ones. True AI literacy means knowing when to skip LLMs, using them as thinking assistants, not search engines.",[17,72,74],{"id":73},"practical-tips-boost-outputs-via-better-patterns","Practical Tips Boost Outputs via Better Patterns",[22,76,77],{},"Leverage mechanics for results:",[79,80,81,87,93],"ul",{},[39,82,83,86],{},[42,84,85],{},"Provide rich context",": Include role, audience, tone, examples (e.g., \"Write a warm, professional follow-up email to a client missing Tuesday's meeting, under 150 words\") to match training patterns precisely.",[39,88,89,92],{},[42,90,91],{},"Verify claims",": Cross-check facts, as probability favors fluency over accuracy.",[39,94,95,98],{},[42,96,97],{},"Iterate specifically",": Critique outputs (\"Tone too formal; missed budget\") to refine predictions iteratively, avoiding one-shot prompts.",[22,100,101],{},"This shifts usage from blind trust to guided pattern-matching, yielding sophisticated results. Test skills at aitutorium.com\u002Fai-ice-skill-challenge, a free 3-minute challenge scoring Improve, Create, Educate competencies.",{"title":103,"searchDepth":104,"depth":104,"links":105},"",2,[106,107,108,109],{"id":19,"depth":104,"text":20},{"id":30,"depth":104,"text":31},{"id":63,"depth":104,"text":64},{"id":73,"depth":104,"text":74},[],null,"md",false,{"content_references":115,"triage":125},[116,121],{"type":117,"title":118,"url":119,"context":120},"tool","Next-Word Prediction Simulator","https:\u002F\u002Fcodepen.io\u002Feditor\u002FVictorOsondu\u002Fpen\u002F019d9ab6-517a-77e8-9436-0800c8d84ea5?default-tab=result&theme-id=dark","mentioned",{"type":117,"title":122,"url":123,"context":124},"AI ICE Skill Challenge","https:\u002F\u002Faitutorium.com\u002Fai-ice-skill-challenge","recommended",{"relevance":126,"novelty":127,"quality":126,"actionability":127,"composite":128,"reasoning":129},4,3,3.6,"Category: AI & LLMs. The article provides insights into how LLMs like ChatGPT function, addressing the audience's pain point of understanding AI capabilities and limitations. It emphasizes the importance of context in prompt engineering, which is actionable for developers looking to improve their AI integrations.",true,"\u002Fsummaries\u002F35e5df1a5e1ba70e-chatgpt-predicts-words-from-patterns-not-facts-summary","2026-04-18 20:01:01","2026-04-19 01:22:17",{"title":5,"description":103},{"loc":131},"35e5df1a5e1ba70e","Towards AI","article","https:\u002F\u002Fpub.towardsai.net\u002Fwhats-actually-happening-when-you-talk-to-chatgpt-06189682a27c?source=rss----98111c9905da---4","summaries\u002F35e5df1a5e1ba70e-chatgpt-predicts-words-from-patterns-not-facts-summary",[142,143,144],"llm","prompt-engineering","ai-tools","ChatGPT generates responses by predicting the most probable next word based on vast training patterns, not retrieving facts—use rich context and verify outputs to avoid hallucinations and get better results.",[],"hfcJaDf-GTtTRXkh4eIe576PZkgu0tulO01gPaF_9pQ",[149,152,155,157,160,162,165,168,170,172,174,176,179,181,183,185,187,190,192,194,196,198,201,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,253,255,257,259,261,263,265,267,269,271,273,275,277,279,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,323,325,327,329,331,333,335,337,339,341,343,345,347,349,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,417,419,421,423,425,427,429,431,433,435,437,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,473,475,477,479,481,483,485,487,489,491,493,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,555,557,559,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,601,603,605,607,609,611,613,615,617,619,621,623,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,913,915,917,919,921,924,926,928,930,932,934,936,938,940,942,944,946,948,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011,7013,7015,7017,7019,7021,7023,7025,7027,7029,7031,7033,7035,7037,7039,7041,7043,7045,7047,7049,7051],{"categories":150},[151],"AI & LLMs",{"categories":153},[154],"Developer Productivity",{"categories":156},[151],{"categories":158},[159],"Business & SaaS",{"categories":161},[151],{"categories":163},[164],"AI Automation",{"categories":166},[167],"Product Strategy",{"categories":169},[164],{"categories":171},[151],{"categories":173},[154],{"categories":175},[164],{"categories":177},[178],"Software Engineering",{"categories":180},[151],{"categories":182},[159],{"categories":184},[],{"categories":186},[151],{"categories":188},[189],"Inference & Serving",{"categories":191},[151],{"categories":193},[151],{"categories":195},[164],{"categories":197},[],{"categories":199},[200],"AI News & Trends",{"categories":202},[203],"Data Science & Visualization",{"categories":205},[164],{"categories":207},[151],{"categories":209},[151],{"categories":211},[159],{"categories":213},[154],{"categories":215},[151],{"categories":217},[164],{"categories":219},[200],{"categories":221},[151],{"categories":223},[164],{"categories":225},[164],{"categories":227},[151],{"categories":229},[151],{"categories":231},[164],{"categories":233},[151],{"categories":235},[151],{"categories":237},[151],{"categories":239},[164],{"categories":241},[200],{"categories":243},[151],{"categories":245},[151],{"categories":247},[151],{"categories":249},[],{"categories":251},[252],"Design & Frontend",{"categories":254},[203],{"categories":256},[200],{"categories":258},[151],{"categories":260},[151],{"categories":262},[151],{"categories":264},[],{"categories":266},[151],{"categories":268},[151],{"categories":270},[164],{"categories":272},[178],{"categories":274},[151],{"categories":276},[164],{"categories":278},[151],{"categories":280},[281],"Marketing & Growth",{"categories":283},[252],{"categories":285},[151],{"categories":287},[164],{"categories":289},[151],{"categories":291},[151],{"categories":293},[178],{"categories":295},[151],{"categories":297},[],{"categories":299},[],{"categories":301},[252],{"categories":303},[151],{"categories":305},[164],{"categories":307},[154],{"categories":309},[178],{"categories":311},[164],{"categories":313},[252],{"categories":315},[167],{"categories":317},[151],{"categories":319},[178],{"categories":321},[322],"DevOps & Cloud",{"categories":324},[164],{"categories":326},[167],{"categories":328},[200],{"categories":330},[151],{"categories":332},[],{"categories":334},[151],{"categories":336},[151],{"categories":338},[],{"categories":340},[164],{"categories":342},[178],{"categories":344},[],{"categories":346},[178],{"categories":348},[151],{"categories":350},[351],"Governance & Standards",{"categories":353},[159],{"categories":355},[],{"categories":357},[],{"categories":359},[151],{"categories":361},[151],{"categories":363},[164],{"categories":365},[151],{"categories":367},[151],{"categories":369},[164],{"categories":371},[151],{"categories":373},[151],{"categories":375},[151],{"categories":377},[],{"categories":379},[178],{"categories":381},[],{"categories":383},[],{"categories":385},[151],{"categories":387},[178],{"categories":389},[],{"categories":391},[178],{"categories":393},[151],{"categories":395},[151],{"categories":397},[281],{"categories":399},[151],{"categories":401},[151],{"categories":403},[151],{"categories":405},[252],{"categories":407},[252],{"categories":409},[151],{"categories":411},[178],{"categories":413},[164],{"categories":415},[416],"GovTech & Public-Sector Adoption",{"categories":418},[178],{"categories":420},[151],{"categories":422},[151],{"categories":424},[151],{"categories":426},[164],{"categories":428},[164],{"categories":430},[203],{"categories":432},[151],{"categories":434},[200],{"categories":436},[164],{"categories":438},[439],"Legal AI Tools",{"categories":441},[151],{"categories":443},[164],{"categories":445},[151],{"categories":447},[281],{"categories":449},[164],{"categories":451},[167],{"categories":453},[151],{"categories":455},[178],{"categories":457},[416],{"categories":459},[],{"categories":461},[164],{"categories":463},[],{"categories":465},[159],{"categories":467},[164],{"categories":469},[164],{"categories":471},[472],"RAG & Retrieval",{"categories":474},[159],{"categories":476},[151],{"categories":478},[178],{"categories":480},[178],{"categories":482},[322],{"categories":484},[252],{"categories":486},[164],{"categories":488},[151],{"categories":490},[151],{"categories":492},[],{"categories":494},[495],"Agents & Orchestration",{"categories":497},[178],{"categories":499},[151],{"categories":501},[],{"categories":503},[164],{"categories":505},[159],{"categories":507},[],{"categories":509},[151],{"categories":511},[],{"categories":513},[151],{"categories":515},[154],{"categories":517},[178],{"categories":519},[159],{"categories":521},[151],{"categories":523},[164],{"categories":525},[151],{"categories":527},[200],{"categories":529},[151],{"categories":531},[],{"categories":533},[151],{"categories":535},[],{"categories":537},[151],{"categories":539},[178],{"categories":541},[151],{"categories":543},[164],{"categories":545},[203],{"categories":547},[],{"categories":549},[151],{"categories":551},[252],{"categories":553},[554],"Models & Frontier Labs",{"categories":556},[],{"categories":558},[252],{"categories":560},[561],"Regulation & Governance of AI",{"categories":563},[167],{"categories":565},[164],{"categories":567},[],{"categories":569},[151],{"categories":571},[151],{"categories":573},[164],{"categories":575},[164],{"categories":577},[200],{"categories":579},[151],{"categories":581},[159],{"categories":583},[151],{"categories":585},[164],{"categories":587},[],{"categories":589},[178],{"categories":591},[164],{"categories":593},[151],{"categories":595},[167],{"categories":597},[151],{"categories":599},[600],"AI Policy & Regulation",{"categories":602},[],{"categories":604},[151],{"categories":606},[164],{"categories":608},[167],{"categories":610},[164],{"categories":612},[151],{"categories":614},[151],{"categories":616},[151],{"categories":618},[164],{"categories":620},[],{"categories":622},[203],{"categories":624},[625],"Evals & Reliability",{"categories":627},[151],{"categories":629},[151],{"categories":631},[],{"categories":633},[154],{"categories":635},[416],{"categories":637},[600],{"categories":639},[151],{"categories":641},[159],{"categories":643},[151],{"categories":645},[164],{"categories":647},[151],{"categories":649},[164],{"categories":651},[495],{"categories":653},[151],{"categories":655},[178],{"categories":657},[151],{"categories":659},[],{"categories":661},[252],{"categories":663},[],{"categories":665},[151],{"categories":667},[416],{"categories":669},[151],{"categories":671},[151],{"categories":673},[151],{"categories":675},[],{"categories":677},[151],{"categories":679},[252],{"categories":681},[178],{"categories":683},[],{"categories":685},[151],{"categories":687},[],{"categories":689},[164],{"categories":691},[151],{"categories":693},[252],{"categories":695},[],{"categories":697},[151],{"categories":699},[151],{"categories":701},[203],{"categories":703},[164],{"categories":705},[151],{"categories":707},[159],{"categories":709},[164],{"categories":711},[151],{"categories":713},[151],{"categories":715},[178],{"categories":717},[252],{"categories":719},[151],{"categories":721},[164],{"categories":723},[],{"categories":725},[178],{"categories":727},[164],{"categories":729},[203],{"categories":731},[],{"categories":733},[151],{"categories":735},[200],{"categories":737},[151],{"categories":739},[],{"categories":741},[151],{"categories":743},[151],{"categories":745},[151],{"categories":747},[159,281],{"categories":749},[],{"categories":751},[178],{"categories":753},[151],{"categories":755},[151],{"categories":757},[164],{"categories":759},[151],{"categories":761},[],{"categories":763},[],{"categories":765},[151],{"categories":767},[252],{"categories":769},[151],{"categories":771},[],{"categories":773},[151],{"categories":775},[322],{"categories":777},[],{"categories":779},[164],{"categories":781},[200],{"categories":783},[151],{"categories":785},[151],{"categories":787},[252],{"categories":789},[],{"categories":791},[200],{"categories":793},[151],{"categories":795},[189],{"categories":797},[151],{"categories":799},[151],{"categories":801},[164],{"categories":803},[200],{"categories":805},[554],{"categories":807},[151],{"categories":809},[281],{"categories":811},[],{"categories":813},[164],{"categories":815},[159],{"categories":817},[178],{"categories":819},[151],{"categories":821},[164],{"categories":823},[],{"categories":825},[151,322],{"categories":827},[151],{"categories":829},[151],{"categories":831},[151],{"categories":833},[164],{"categories":835},[151,178],{"categories":837},[203],{"categories":839},[151],{"categories":841},[151],{"categories":843},[151],{"categories":845},[178],{"categories":847},[151],{"categories":849},[164],{"categories":851},[164],{"categories":853},[600],{"categories":855},[281],{"categories":857},[151],{"categories":859},[164],{"categories":861},[151],{"categories":863},[151],{"categories":865},[164],{"categories":867},[],{"categories":869},[164],{"categories":871},[151],{"categories":873},[151],{"categories":875},[164],{"categories":877},[151],{"categories":879},[151,159],{"categories":881},[151],{"categories":883},[159],{"categories":885},[],{"categories":887},[252],{"categories":889},[252],{"categories":891},[151],{"categories":893},[],{"categories":895},[],{"categories":897},[151],{"categories":899},[200],{"categories":901},[],{"categories":903},[154],{"categories":905},[151],{"categories":907},[178],{"categories":909},[151],{"categories":911},[912],"Generative UI & Design-to-Code",{"categories":914},[151],{"categories":916},[151],{"categories":918},[252],{"categories":920},[151],{"categories":922},[923],"Algorithmic Accountability",{"categories":925},[164],{"categories":927},[178],{"categories":929},[200],{"categories":931},[252],{"categories":933},[151],{"categories":935},[],{"categories":937},[167],{"categories":939},[151],{"categories":941},[151],{"categories":943},[151],{"categories":945},[151],{"categories":947},[164],{"categories":949},[950],"MLOps & Infrastructure",{"categories":952},[151],{"categories":954},[151],{"categories":956},[151],{"categories":958},[151],{"categories":960},[151],{"categories":962},[178],{"categories":964},[200],{"categories":966},[151],{"categories":968},[167],{"categories":970},[154],{"categories":972},[151],{"categories":974},[164],{"categories":976},[322],{"categories":978},[151],{"categories":980},[159],{"categories":982},[151],{"categories":984},[252],{"categories":986},[151],{"categories":988},[151],{"categories":990},[164],{"categories":992},[],{"categories":994},[],{"categories":996},[151],{"categories":998},[189],{"categories":1000},[252],{"categories":1002},[200],{"categories":1004},[203],{"categories":1006},[],{"categories":1008},[151],{"categories":1010},[151],{"categories":1012},[159],{"categories":1014},[164],{"categories":1016},[151],{"categories":1018},[151],{"categories":1020},[151],{"categories":1022},[151],{"categories":1024},[200],{"categories":1026},[189],{"categories":1028},[151],{"categories":1030},[252],{"categories":1032},[151],{"categories":1034},[],{"categories":1036},[164],{"categories":1038},[178],{"categories":1040},[],{"categories":1042},[151],{"categories":1044},[151],{"categories":1046},[164],{"categories":1048},[178],{"categories":1050},[151],{"categories":1052},[203],{"categories":1054},[252],{"categories":1056},[],{"categories":1058},[151],{"categories":1060},[],{"categories":1062},[151],{"categories":1064},[],{"categories":1066},[151],{"categories":1068},[151],{"categories":1070},[167],{"categories":1072},[159],{"categories":1074},[164],{"categories":1076},[164],{"categories":1078},[],{"categories":1080},[151],{"categories":1082},[154],{"categories":1084},[151],{"categories":1086},[151],{"categories":1088},[159],{"categories":1090},[200],{"categories":1092},[154],{"categories":1094},[],{"categories":1096},[151],{"categories":1098},[],{"categories":1100},[151],{"categories":1102},[],{"categories":1104},[200],{"categories":1106},[200],{"categories":1108},[],{"categories":1110},[495],{"categories":1112},[151],{"categories":1114},[252],{"categories":1116},[178],{"categories":1118},[],{"categories":1120},[439],{"categories":1122},[164],{"categories":1124},[159],{"categories":1126},[],{"categories":1128},[],{"categories":1130},[154],{"categories":1132},[203],{"categories":1134},[],{"categories":1136},[281],{"categories":1138},[164],{"categories":1140},[159],{"categories":1142},[164],{"categories":1144},[151],{"categories":1146},[159],{"categories":1148},[151],{"categories":1150},[178],{"categories":1152},[],{"categories":1154},[189],{"categories":1156},[167],{"categories":1158},[151],{"categories":1160},[252],{"categories":1162},[178],{"categories":1164},[159],{"categories":1166},[151],{"categories":1168},[178],{"categories":1170},[151],{"categories":1172},[164],{"categories":1174},[159],{"categories":1176},[151],{"categories":1178},[151],{"categories":1180},[151],{"categories":1182},[151],{"categories":1184},[151],{"categories":1186},[],{"categories":1188},[],{"categories":1190},[178],{"categories":1192},[203],{"categories":1194},[167],{"categories":1196},[151],{"categories":1198},[164],{"categories":1200},[178],{"categories":1202},[178],{"categories":1204},[151],{"categories":1206},[],{"categories":1208},[200],{"categories":1210},[167],{"categories":1212},[167],{"categories":1214},[178],{"categories":1216},[151],{"categories":1218},[625],{"categories":1220},[322],{"categories":1222},[],{"categories":1224},[164],{"categories":1226},[151],{"categories":1228},[],{"categories":1230},[154],{"categories":1232},[],{"categories":1234},[151],{"categories":1236},[151],{"categories":1238},[151],{"categories":1240},[252],{"categories":1242},[281],{"categories":1244},[151],{"categories":1246},[178],{"categories":1248},[151],{"categories":1250},[164],{"categories":1252},[],{"categories":1254},[178],{"categories":1256},[151],{"categories":1258},[154],{"categories":1260},[],{"categories":1262},[159],{"categories":1264},[151],{"categories":1266},[151],{"categories":1268},[200],{"categories":1270},[151,322],{"categories":1272},[151],{"categories":1274},[1275],"Design Systems for AI",{"categories":1277},[151],{"categories":1279},[151],{"categories":1281},[200],{"categories":1283},[151],{"categories":1285},[151],{"categories":1287},[151],{"categories":1289},[159],{"categories":1291},[151],{"categories":1293},[151],{"categories":1295},[151],{"categories":1297},[],{"categories":1299},[151],{"categories":1301},[151],{"categories":1303},[159],{"categories":1305},[151],{"categories":1307},[],{"categories":1309},[164],{"categories":1311},[164],{"categories":1313},[178],{"categories":1315},[200],{"categories":1317},[178],{"categories":1319},[151],{"categories":1321},[252],{"categories":1323},[200],{"categories":1325},[203],{"categories":1327},[151],{"categories":1329},[151],{"categories":1331},[164],{"categories":1333},[154],{"categories":1335},[600],{"categories":1337},[151],{"categories":1339},[164],{"categories":1341},[151],{"categories":1343},[178],{"categories":1345},[178],{"categories":1347},[],{"categories":1349},[],{"categories":1351},[151],{"categories":1353},[164],{"categories":1355},[167],{"categories":1357},[],{"categories":1359},[159],{"categories":1361},[151],{"categories":1363},[],{"categories":1365},[252],{"categories":1367},[178],{"categories":1369},[164],{"categories":1371},[178],{"categories":1373},[252],{"categories":1375},[151],{"categories":1377},[151],{"categories":1379},[252],{"categories":1381},[],{"categories":1383},[],{"categories":1385},[200],{"categories":1387},[164],{"categories":1389},[164],{"categories":1391},[151],{"categories":1393},[151],{"categories":1395},[151],{"categories":1397},[151],{"categories":1399},[159],{"categories":1401},[151],{"categories":1403},[151],{"categories":1405},[],{"categories":1407},[178],{"categories":1409},[178],{"categories":1411},[151],{"categories":1413},[178],{"categories":1415},[159],{"categories":1417},[],{"categories":1419},[151],{"categories":1421},[151],{"categories":1423},[151],{"categories":1425},[151],{"categories":1427},[151],{"categories":1429},[164],{"categories":1431},[154],{"categories":1433},[159],{"categories":1435},[151],{"categories":1437},[164],{"categories":1439},[200],{"categories":1441},[164],{"categories":1443},[189],{"categories":1445},[281],{"categories":1447},[151],{"categories":1449},[164],{"categories":1451},[151],{"categories":1453},[151],{"categories":1455},[151],{"categories":1457},[],{"categories":1459},[252],{"categories":1461},[],{"categories":1463},[151],{"categories":1465},[151],{"categories":1467},[],{"categories":1469},[151],{"categories":1471},[178],{"categories":1473},[159],{"categories":1475},[1476],"Visual & Generative Media",{"categories":1478},[164],{"categories":1480},[],{"categories":1482},[151],{"categories":1484},[151],{"categories":1486},[178],{"categories":1488},[322],{"categories":1490},[151],{"categories":1492},[203],{"categories":1494},[600],{"categories":1496},[178],{"categories":1498},[281],{"categories":1500},[151],{"categories":1502},[252],{"categories":1504},[151],{"categories":1506},[151],{"categories":1508},[178],{"categories":1510},[164],{"categories":1512},[151],{"categories":1514},[],{"categories":1516},[],{"categories":1518},[164],{"categories":1520},[178],{"categories":1522},[154],{"categories":1524},[164],{"categories":1526},[554],{"categories":1528},[151],{"categories":1530},[167],{"categories":1532},[151],{"categories":1534},[159],{"categories":1536},[],{"categories":1538},[151],{"categories":1540},[167],{"categories":1542},[151],{"categories":1544},[151],{"categories":1546},[151],{"categories":1548},[167],{"categories":1550},[151],{"categories":1552},[151],{"categories":1554},[281],{"categories":1556},[151],{"categories":1558},[495],{"categories":1560},[151],{"categories":1562},[164],{"categories":1564},[151],{"categories":1566},[151],{"categories":1568},[151],{"categories":1570},[151],{"categories":1572},[252],{"categories":1574},[164],{"categories":1576},[],{"categories":1578},[164],{"categories":1580},[],{"categories":1582},[322],{"categories":1584},[178],{"categories":1586},[],{"categories":1588},[554],{"categories":1590},[151],{"categories":1592},[164],{"categories":1594},[164],{"categories":1596},[151],{"categories":1598},[252,151],{"categories":1600},[154],{"categories":1602},[151],{"categories":1604},[252],{"categories":1606},[],{"categories":1608},[151],{"categories":1610},[154],{"categories":1612},[151],{"categories":1614},[1615],"Medical Imaging & Radiology",{"categories":1617},[151],{"categories":1619},[151],{"categories":1621},[151],{"categories":1623},[252],{"categories":1625},[164],{"categories":1627},[178],{"categories":1629},[],{"categories":1631},[151],{"categories":1633},[151],{"categories":1635},[151],{"categories":1637},[],{"categories":1639},[],{"categories":1641},[151],{"categories":1643},[151],{"categories":1645},[495],{"categories":1647},[151],{"categories":1649},[154],{"categories":1651},[151],{"categories":1653},[151],{"categories":1655},[],{"categories":1657},[164],{"categories":1659},[151],{"categories":1661},[167],{"categories":1663},[178],{"categories":1665},[151],{"categories":1667},[164],{"categories":1669},[495],{"categories":1671},[151],{"categories":1673},[164],{"categories":1675},[151],{"categories":1677},[151],{"categories":1679},[151],{"categories":1681},[252],{"categories":1683},[164],{"categories":1685},[322],{"categories":1687},[252],{"categories":1689},[159],{"categories":1691},[164],{"categories":1693},[200],{"categories":1695},[151],{"categories":1697},[151],{"categories":1699},[167],{"categories":1701},[151],{"categories":1703},[151],{"categories":1705},[151],{"categories":1707},[151],{"categories":1709},[164],{"categories":1711},[151],{"categories":1713},[178],{"categories":1715},[178],{"categories":1717},[151],{"categories":1719},[167],{"categories":1721},[],{"categories":1723},[200],{"categories":1725},[],{"categories":1727},[167],{"categories":1729},[164],{"categories":1731},[151],{"categories":1733},[164],{"categories":1735},[1275],{"categories":1737},[1275],{"categories":1739},[252],{"categories":1741},[151],{"categories":1743},[151],{"categories":1745},[151],{"categories":1747},[164],{"categories":1749},[178],{"categories":1751},[252],{"categories":1753},[164],{"categories":1755},[200],{"categories":1757},[],{"categories":1759},[151],{"categories":1761},[],{"categories":1763},[151],{"categories":1765},[151],{"categories":1767},[151],{"categories":1769},[151],{"categories":1771},[164],{"categories":1773},[1774],"Contract Review & E-Discovery",{"categories":1776},[151],{"categories":1778},[252],{"categories":1780},[151],{"categories":1782},[154],{"categories":1784},[151],{"categories":1786},[200],{"categories":1788},[151],{"categories":1790},[151],{"categories":1792},[281],{"categories":1794},[178],{"categories":1796},[151],{"categories":1798},[151],{"categories":1800},[164],{"categories":1802},[164],{"categories":1804},[923],{"categories":1806},[151],{"categories":1808},[151],{"categories":1810},[164],{"categories":1812},[164],{"categories":1814},[151],{"categories":1816},[151],{"categories":1818},[151],{"categories":1820},[164],{"categories":1822},[151],{"categories":1824},[151],{"categories":1826},[495],{"categories":1828},[472],{"categories":1830},[151],{"categories":1832},[164],{"categories":1834},[151],{"categories":1836},[1837],"Law-Firm Practice & Adoption",{"categories":1839},[151],{"categories":1841},[164],{"categories":1843},[252],{"categories":1845},[151],{"categories":1847},[151],{"categories":1849},[151],{"categories":1851},[],{"categories":1853},[],{"categories":1855},[178],{"categories":1857},[151],{"categories":1859},[],{"categories":1861},[164],{"categories":1863},[154],{"categories":1865},[322],{"categories":1867},[151],{"categories":1869},[],{"categories":1871},[154],{"categories":1873},[159],{"categories":1875},[151],{"categories":1877},[281],{"categories":1879},[],{"categories":1881},[159],{"categories":1883},[164],{"categories":1885},[159],{"categories":1887},[],{"categories":1889},[151],{"categories":1891},[167],{"categories":1893},[151],{"categories":1895},[178],{"categories":1897},[],{"categories":1899},[],{"categories":1901},[],{"categories":1903},[],{"categories":1905},[151],{"categories":1907},[167],{"categories":1909},[164],{"categories":1911},[322],{"categories":1913},[151],{"categories":1915},[154],{"categories":1917},[178],{"categories":1919},[151],{"categories":1921},[151],{"categories":1923},[178],{"categories":1925},[167],{"categories":1927},[151],{"categories":1929},[151],{"categories":1931},[151],{"categories":1933},[950],{"categories":1935},[151],{"categories":1937},[178],{"categories":1939},[151],{"categories":1941},[281],{"categories":1943},[178],{"categories":1945},[159],{"categories":1947},[151],{"categories":1949},[151],{"categories":1951},[151],{"categories":1953},[252],{"categories":1955},[151],{"categories":1957},[151],{"categories":1959},[151],{"categories":1961},[151],{"categories":1963},[159],{"categories":1965},[164],{"categories":1967},[151,154],{"categories":1969},[495],{"categories":1971},[151],{"categories":1973},[151],{"categories":1975},[178],{"categories":1977},[178],{"categories":1979},[252],{"categories":1981},[164],{"categories":1983},[164],{"categories":1985},[178],{"categories":1987},[151],{"categories":1989},[151],{"categories":1991},[151],{"categories":1993},[],{"categories":1995},[],{"categories":1997},[151],{"categories":1999},[203],{"categories":2001},[151],{"categories":2003},[164],{"categories":2005},[],{"categories":2007},[151],{"categories":2009},[151],{"categories":2011},[178],{"categories":2013},[203],{"categories":2015},[200],{"categories":2017},[252],{"categories":2019},[151],{"categories":2021},[164],{"categories":2023},[151],{"categories":2025},[178],{"categories":2027},[],{"categories":2029},[164],{"categories":2031},[151],{"categories":2033},[151],{"categories":2035},[151],{"categories":2037},[151],{"categories":2039},[],{"categories":2041},[164],{"categories":2043},[151],{"categories":2045},[151],{"categories":2047},[151],{"categories":2049},[],{"categories":2051},[164],{"categories":2053},[151],{"categories":2055},[151],{"categories":2057},[159],{"categories":2059},[151],{"categories":2061},[151],{"categories":2063},[],{"categories":2065},[154],{"categories":2067},[151],{"categories":2069},[151],{"categories":2071},[151],{"categories":2073},[252],{"categories":2075},[151],{"categories":2077},[178],{"categories":2079},[151],{"categories":2081},[154],{"categories":2083},[151],{"categories":2085},[178],{"categories":2087},[281],{"categories":2089},[164],{"categories":2091},[164],{"categories":2093},[151],{"categories":2095},[151],{"categories":2097},[151,252],{"categories":2099},[151],{"categories":2101},[164],{"categories":2103},[200],{"categories":2105},[151],{"categories":2107},[200],{"categories":2109},[164],{"categories":2111},[252],{"categories":2113},[151],{"categories":2115},[],{"categories":2117},[178],{"categories":2119},[322],{"categories":2121},[252],{"categories":2123},[178],{"categories":2125},[151],{"categories":2127},[167],{"categories":2129},[151],{"categories":2131},[151],{"categories":2133},[164],{"categories":2135},[],{"categories":2137},[],{"categories":2139},[151],{"categories":2141},[],{"categories":2143},[],{"categories":2145},[167],{"categories":2147},[178],{"categories":2149},[151],{"categories":2151},[164],{"categories":2153},[164],{"categories":2155},[159],{"categories":2157},[164],{"categories":2159},[322],{"categories":2161},[151],{"categories":2163},[151],{"categories":2165},[151],{"categories":2167},[189],{"categories":2169},[151],{"categories":2171},[151],{"categories":2173},[151],{"categories":2175},[178],{"categories":2177},[164],{"categories":2179},[151],{"categories":2181},[151],{"categories":2183},[178],{"categories":2185},[439],{"categories":2187},[164],{"categories":2189},[923],{"categories":2191},[],{"categories":2193},[252],{"categories":2195},[1837],{"categories":2197},[178],{"categories":2199},[],{"categories":2201},[],{"categories":2203},[151],{"categories":2205},[164],{"categories":2207},[],{"categories":2209},[],{"categories":2211},[151],{"categories":2213},[281],{"categories":2215},[151],{"categories":2217},[281],{"categories":2219},[164],{"categories":2221},[151],{"categories":2223},[151],{"categories":2225},[178],{"categories":2227},[167],{"categories":2229},[],{"categories":2231},[151],{"categories":2233},[151],{"categories":2235},[178],{"categories":2237},[1774],{"categories":2239},[252],{"categories":2241},[252],{"categories":2243},[151],{"categories":2245},[164],{"categories":2247},[154],{"categories":2249},[151],{"categories":2251},[151],{"categories":2253},[151],{"categories":2255},[151],{"categories":2257},[252],{"categories":2259},[252],{"categories":2261},[164],{"categories":2263},[164],{"categories":2265},[164],{"categories":2267},[151],{"categories":2269},[151],{"categories":2271},[],{"categories":2273},[151],{"categories":2275},[],{"categories":2277},[2278],"Interaction & Product Design",{"categories":2280},[151],{"categories":2282},[164],{"categories":2284},[178],{"categories":2286},[351],{"categories":2288},[200],{"categories":2290},[178],{"categories":2292},[151],{"categories":2294},[151],{"categories":2296},[151],{"categories":2298},[178],{"categories":2300},[151],{"categories":2302},[154],{"categories":2304},[164],{"categories":2306},[151],{"categories":2308},[],{"categories":2310},[164],{"categories":2312},[164],{"categories":2314},[164],{"categories":2316},[],{"categories":2318},[178],{"categories":2320},[151],{"categories":2322},[164],{"categories":2324},[154],{"categories":2326},[2278],{"categories":2328},[151],{"categories":2330},[154],{"categories":2332},[154],{"categories":2334},[],{"categories":2336},[164],{"categories":2338},[178],{"categories":2340},[],{"categories":2342},[164],{"categories":2344},[200],{"categories":2346},[151],{"categories":2348},[164],{"categories":2350},[151],{"categories":2352},[164],{"categories":2354},[164],{"categories":2356},[151],{"categories":2358},[151],{"categories":2360},[200],{"categories":2362},[203],{"categories":2364},[151],{"categories":2366},[167],{"categories":2368},[178],{"categories":2370},[2371],"Coding Agents & Dev Productivity",{"categories":2373},[200],{"categories":2375},[252],{"categories":2377},[151],{"categories":2379},[151],{"categories":2381},[],{"categories":2383},[151],{"categories":2385},[923],{"categories":2387},[],{"categories":2389},[151],{"categories":2391},[151],{"categories":2393},[322],{"categories":2395},[151],{"categories":2397},[200],{"categories":2399},[],{"categories":2401},[],{"categories":2403},[151],{"categories":2405},[],{"categories":2407},[164],{"categories":2409},[151],{"categories":2411},[],{"categories":2413},[178],{"categories":2415},[178],{"categories":2417},[151],{"categories":2419},[203],{"categories":2421},[],{"categories":2423},[151],{"categories":2425},[151],{"categories":2427},[151],{"categories":2429},[203],{"categories":2431},[178],{"categories":2433},[164],{"categories":2435},[],{"categories":2437},[],{"categories":2439},[151],{"categories":2441},[151],{"categories":2443},[164],{"categories":2445},[164],{"categories":2447},[416],{"categories":2449},[178],{"categories":2451},[178],{"categories":2453},[164],{"categories":2455},[200],{"categories":2457},[200],{"categories":2459},[164],{"categories":2461},[164],{"categories":2463},[151],{"categories":2465},[154],{"categories":2467},[2278],{"categories":2469},[167],{"categories":2471},[151,322],{"categories":2473},[203],{"categories":2475},[],{"categories":2477},[252],{"categories":2479},[164],{"categories":2481},[178],{"categories":2483},[154],{"categories":2485},[151],{"categories":2487},[164],{"categories":2489},[2490],"The Designer's Role & Craft",{"categories":2492},[252],{"categories":2494},[],{"categories":2496},[164],{"categories":2498},[151],{"categories":2500},[164],{"categories":2502},[164],{"categories":2504},[151],{"categories":2506},[281],{"categories":2508},[151],{"categories":2510},[178],{"categories":2512},[151],{"categories":2514},[252],{"categories":2516},[151],{"categories":2518},[],{"categories":2520},[164],{"categories":2522},[252],{"categories":2524},[167],{"categories":2526},[151],{"categories":2528},[151],{"categories":2530},[151],{"categories":2532},[2533],"AI UX Patterns",{"categories":2535},[164],{"categories":2537},[164],{"categories":2539},[164],{"categories":2541},[164],{"categories":2543},[281],{"categories":2545},[203],{"categories":2547},[151],{"categories":2549},[164],{"categories":2551},[151],{"categories":2553},[1275],{"categories":2555},[],{"categories":2557},[281],{"categories":2559},[164],{"categories":2561},[200],{"categories":2563},[178],{"categories":2565},[151],{"categories":2567},[164],{"categories":2569},[],{"categories":2571},[],{"categories":2573},[151],{"categories":2575},[151],{"categories":2577},[164],{"categories":2579},[151],{"categories":2581},[164],{"categories":2583},[416],{"categories":2585},[252],{"categories":2587},[151],{"categories":2589},[200],{"categories":2591},[178],{"categories":2593},[151],{"categories":2595},[164],{"categories":2597},[164],{"categories":2599},[],{"categories":2601},[151],{"categories":2603},[],{"categories":2605},[151],{"categories":2607},[],{"categories":2609},[151],{"categories":2611},[151],{"categories":2613},[151],{"categories":2615},[164],{"categories":2617},[178],{"categories":2619},[],{"categories":2621},[],{"categories":2623},[203],{"categories":2625},[189],{"categories":2627},[151],{"categories":2629},[151],{"categories":2631},[151],{"categories":2633},[203],{"categories":2635},[151],{"categories":2637},[151],{"categories":2639},[200],{"categories":2641},[151],{"categories":2643},[151],{"categories":2645},[151],{"categories":2647},[164],{"categories":2649},[151],{"categories":2651},[164],{"categories":2653},[151],{"categories":2655},[151],{"categories":2657},[151],{"categories":2659},[164],{"categories":2661},[],{"categories":2663},[151],{"categories":2665},[],{"categories":2667},[151],{"categories":2669},[151],{"categories":2671},[322],{"categories":2673},[151],{"categories":2675},[],{"categories":2677},[],{"categories":2679},[252],{"categories":2681},[950],{"categories":2683},[164],{"categories":2685},[154],{"categories":2687},[2490],{"categories":2689},[],{"categories":2691},[],{"categories":2693},[151],{"categories":2695},[],{"categories":2697},[],{"categories":2699},[178],{"categories":2701},[200],{"categories":2703},[281],{"categories":2705},[164],{"categories":2707},[159],{"categories":2709},[151],{"categories":2711},[151],{"categories":2713},[159],{"categories":2715},[],{"categories":2717},[252],{"categories":2719},[167],{"categories":2721},[151],{"categories":2723},[151],{"categories":2725},[164],{"categories":2727},[159],{"categories":2729},[151],{"categories":2731},[151],{"categories":2733},[154],{"categories":2735},[151],{"categories":2737},[151],{"categories":2739},[],{"categories":2741},[154],{"categories":2743},[151],{"categories":2745},[281],{"categories":2747},[164],{"categories":2749},[200],{"categories":2751},[151],{"categories":2753},[178],{"categories":2755},[151],{"categories":2757},[151],{"categories":2759},[159],{"categories":2761},[151],{"categories":2763},[151],{"categories":2765},[151],{"categories":2767},[164],{"categories":2769},[151],{"categories":2771},[],{"categories":2773},[151],{"categories":2775},[178],{"categories":2777},[154],{"categories":2779},[151],{"categories":2781},[151],{"categories":2783},[151],{"categories":2785},[],{"categories":2787},[151],{"categories":2789},[495],{"categories":2791},[164],{"categories":2793},[159],{"categories":2795},[200],{"categories":2797},[151],{"categories":2799},[151],{"categories":2801},[],{"categories":2803},[159],{"categories":2805},[159],{"categories":2807},[151],{"categories":2809},[151],{"categories":2811},[167],{"categories":2813},[151],{"categories":2815},[151],{"categories":2817},[151],{"categories":2819},[151],{"categories":2821},[178],{"categories":2823},[178],{"categories":2825},[151],{"categories":2827},[],{"categories":2829},[178],{"categories":2831},[151],{"categories":2833},[178],{"categories":2835},[164],{"categories":2837},[600],{"categories":2839},[],{"categories":2841},[],{"categories":2843},[151],{"categories":2845},[200],{"categories":2847},[],{"categories":2849},[322],{"categories":2851},[151],{"categories":2853},[151],{"categories":2855},[151],{"categories":2857},[252],{"categories":2859},[912],{"categories":2861},[],{"categories":2863},[151],{"categories":2865},[151],{"categories":2867},[151],{"categories":2869},[178],{"categories":2871},[151],{"categories":2873},[151],{"categories":2875},[151,322],{"categories":2877},[151],{"categories":2879},[151],{"categories":2881},[252],{"categories":2883},[164],{"categories":2885},[],{"categories":2887},[164],{"categories":2889},[164],{"categories":2891},[151],{"categories":2893},[151],{"categories":2895},[151],{"categories":2897},[151],{"categories":2899},[203],{"categories":2901},[151],{"categories":2903},[2533],{"categories":2905},[154],{"categories":2907},[203],{"categories":2909},[154],{"categories":2911},[178],{"categories":2913},[252],{"categories":2915},[164],{"categories":2917},[151],{"categories":2919},[],{"categories":2921},[159],{"categories":2923},[151],{"categories":2925},[151],{"categories":2927},[200],{"categories":2929},[151],{"categories":2931},[151],{"categories":2933},[151],{"categories":2935},[164],{"categories":2937},[151],{"categories":2939},[151],{"categories":2941},[151],{"categories":2943},[159],{"categories":2945},[],{"categories":2947},[322],{"categories":2949},[151],{"categories":2951},[416],{"categories":2953},[252],{"categories":2955},[252],{"categories":2957},[178],{"categories":2959},[164],{"categories":2961},[151],{"categories":2963},[159],{"categories":2965},[200],{"categories":2967},[151],{"categories":2969},[151],{"categories":2971},[151],{"categories":2973},[252],{"categories":2975},[164],{"categories":2977},[164],{"categories":2979},[151],{"categories":2981},[151],{"categories":2983},[554],{"categories":2985},[164],{"categories":2987},[],{"categories":2989},[151],{"categories":2991},[151],{"categories":2993},[151],{"categories":2995},[],{"categories":2997},[],{"categories":2999},[151],{"categories":3001},[151],{"categories":3003},[164],{"categories":3005},[151],{"categories":3007},[151],{"categories":3009},[151],{"categories":3011},[178],{"categories":3013},[151],{"categories":3015},[151],{"categories":3017},[164],{"categories":3019},[151],{"categories":3021},[151],{"categories":3023},[151],{"categories":3025},[151],{"categories":3027},[151],{"categories":3029},[],{"categories":3031},[178],{"categories":3033},[203],{"categories":3035},[151],{"categories":3037},[164],{"categories":3039},[164],{"categories":3041},[151],{"categories":3043},[151],{"categories":3045},[],{"categories":3047},[],{"categories":3049},[151],{"categories":3051},[151],{"categories":3053},[151],{"categories":3055},[200],{"categories":3057},[203],{"categories":3059},[],{"categories":3061},[151],{"categories":3063},[252],{"categories":3065},[151],{"categories":3067},[322],{"categories":3069},[1837],{"categories":3071},[200],{"categories":3073},[178],{"categories":3075},[151],{"categories":3077},[178],{"categories":3079},[178],{"categories":3081},[151],{"categories":3083},[151],{"categories":3085},[178],{"categories":3087},[200],{"categories":3089},[200],{"categories":3091},[322],{"categories":3093},[164],{"categories":3095},[],{"categories":3097},[200],{"categories":3099},[151],{"categories":3101},[164],{"categories":3103},[154],{"categories":3105},[178],{"categories":3107},[151],{"categories":3109},[200],{"categories":3111},[],{"categories":3113},[151],{"categories":3115},[178],{"categories":3117},[178],{"categories":3119},[203],{"categories":3121},[151],{"categories":3123},[200],{"categories":3125},[151],{"categories":3127},[178],{"categories":3129},[164],{"categories":3131},[164],{"categories":3133},[200],{"categories":3135},[164],{"categories":3137},[322],{"categories":3139},[164],{"categories":3141},[151],{"categories":3143},[151],{"categories":3145},[151],{"categories":3147},[151],{"categories":3149},[178],{"categories":3151},[151],{"categories":3153},[],{"categories":3155},[164],{"categories":3157},[159],{"categories":3159},[178],{"categories":3161},[],{"categories":3163},[],{"categories":3165},[151],{"categories":3167},[164],{"categories":3169},[151],{"categories":3171},[151],{"categories":3173},[3174],"Frameworks & Tooling",{"categories":3176},[151],{"categories":3178},[151],{"categories":3180},[178],{"categories":3182},[151],{"categories":3184},[151],{"categories":3186},[],{"categories":3188},[203],{"categories":3190},[203],{"categories":3192},[154],{"categories":3194},[151],{"categories":3196},[164],{"categories":3198},[151],{"categories":3200},[252],{"categories":3202},[],{"categories":3204},[1837],{"categories":3206},[151],{"categories":3208},[178],{"categories":3210},[151],{"categories":3212},[322],{"categories":3214},[322],{"categories":3216},[],{"categories":3218},[164],{"categories":3220},[164],{"categories":3222},[151],{"categories":3224},[151],{"categories":3226},[200],{"categories":3228},[164],{"categories":3230},[200],{"categories":3232},[151],{"categories":3234},[164],{"categories":3236},[],{"categories":3238},[252],{"categories":3240},[151],{"categories":3242},[151],{"categories":3244},[],{"categories":3246},[151],{"categories":3248},[164],{"categories":3250},[151],{"categories":3252},[151],{"categories":3254},[151],{"categories":3256},[],{"categories":3258},[178],{"categories":3260},[151],{"categories":3262},[178],{"categories":3264},[322],{"categories":3266},[151],{"categories":3268},[151],{"categories":3270},[151],{"categories":3272},[178],{"categories":3274},[159],{"categories":3276},[151],{"categories":3278},[1837],{"categories":3280},[],{"categories":3282},[164],{"categories":3284},[154],{"categories":3286},[151],{"categories":3288},[154],{"categories":3290},[151],{"categories":3292},[],{"categories":3294},[164],{"categories":3296},[151],{"categories":3298},[151],{"categories":3300},[3301],"AI Design Tooling",{"categories":3303},[252],{"categories":3305},[151],{"categories":3307},[151],{"categories":3309},[178],{"categories":3311},[252],{"categories":3313},[151],{"categories":3315},[151],{"categories":3317},[178],{"categories":3319},[200],{"categories":3321},[167],{"categories":3323},[178],{"categories":3325},[151],{"categories":3327},[151],{"categories":3329},[151],{"categories":3331},[164],{"categories":3333},[151],{"categories":3335},[],{"categories":3337},[164],{"categories":3339},[151],{"categories":3341},[151],{"categories":3343},[164],{"categories":3345},[151],{"categories":3347},[151],{"categories":3349},[151],{"categories":3351},[164],{"categories":3353},[],{"categories":3355},[164],{"categories":3357},[3174],{"categories":3359},[151],{"categories":3361},[151],{"categories":3363},[164],{"categories":3365},[164],{"categories":3367},[178],{"categories":3369},[178],{"categories":3371},[151],{"categories":3373},[],{"categories":3375},[178],{"categories":3377},[151],{"categories":3379},[151],{"categories":3381},[164],{"categories":3383},[159],{"categories":3385},[151],{"categories":3387},[],{"categories":3389},[151],{"categories":3391},[151],{"categories":3393},[2278],{"categories":3395},[],{"categories":3397},[151],{"categories":3399},[151],{"categories":3401},[151],{"categories":3403},[151],{"categories":3405},[252],{"categories":3407},[151],{"categories":3409},[],{"categories":3411},[151],{"categories":3413},[151],{"categories":3415},[151],{"categories":3417},[151],{"categories":3419},[281],{"categories":3421},[200],{"categories":3423},[151],{"categories":3425},[151],{"categories":3427},[1837],{"categories":3429},[154],{"categories":3431},[151],{"categories":3433},[151],{"categories":3435},[203],{"categories":3437},[151],{"categories":3439},[151],{"categories":3441},[200],{"categories":3443},[164],{"categories":3445},[],{"categories":3447},[151],{"categories":3449},[151],{"categories":3451},[252],{"categories":3453},[151],{"categories":3455},[281],{"categories":3457},[164],{"categories":3459},[151],{"categories":3461},[164],{"categories":3463},[],{"categories":3465},[],{"categories":3467},[],{"categories":3469},[154],{"categories":3471},[200],{"categories":3473},[164],{"categories":3475},[151],{"categories":3477},[151],{"categories":3479},[151],{"categories":3481},[151],{"categories":3483},[439],{"categories":3485},[252],{"categories":3487},[164],{"categories":3489},[151],{"categories":3491},[],{"categories":3493},[164],{"categories":3495},[164],{"categories":3497},[],{"categories":3499},[151],{"categories":3501},[164],{"categories":3503},[151],{"categories":3505},[],{"categories":3507},[151],{"categories":3509},[151],{"categories":3511},[151],{"categories":3513},[200],{"categories":3515},[252],{"categories":3517},[164],{"categories":3519},[252],{"categories":3521},[164],{"categories":3523},[151],{"categories":3525},[159],{"categories":3527},[],{"categories":3529},[],{"categories":3531},[151],{"categories":3533},[151],{"categories":3535},[151],{"categories":3537},[154],{"categories":3539},[164],{"categories":3541},[200],{"categories":3543},[],{"categories":3545},[252],{"categories":3547},[],{"categories":3549},[178],{"categories":3551},[151],{"categories":3553},[178],{"categories":3555},[252],{"categories":3557},[178],{"categories":3559},[151],{"categories":3561},[],{"categories":3563},[151],{"categories":3565},[151],{"categories":3567},[],{"categories":3569},[151],{"categories":3571},[151],{"categories":3573},[281],{"categories":3575},[151],{"categories":3577},[151],{"categories":3579},[322],{"categories":3581},[178],{"categories":3583},[151],{"categories":3585},[],{"categories":3587},[164],{"categories":3589},[151],{"categories":3591},[154],{"categories":3593},[554],{"categories":3595},[151],{"categories":3597},[151],{"categories":3599},[164],{"categories":3601},[151],{"categories":3603},[164],{"categories":3605},[151],{"categories":3607},[151],{"categories":3609},[151],{"categories":3611},[151],{"categories":3613},[],{"categories":3615},[151],{"categories":3617},[154],{"categories":3619},[151],{"categories":3621},[159],{"categories":3623},[178],{"categories":3625},[252],{"categories":3627},[],{"categories":3629},[151],{"categories":3631},[],{"categories":3633},[164],{"categories":3635},[151],{"categories":3637},[],{"categories":3639},[164],{"categories":3641},[151],{"categories":3643},[178],{"categories":3645},[252],{"categories":3647},[200],{"categories":3649},[151],{"categories":3651},[200],{"categories":3653},[164],{"categories":3655},[252],{"categories":3657},[151],{"categories":3659},[],{"categories":3661},[151],{"categories":3663},[189],{"categories":3665},[164],{"categories":3667},[151],{"categories":3669},[252],{"categories":3671},[200],{"categories":3673},[159],{"categories":3675},[178],{"categories":3677},[151],{"categories":3679},[151],{"categories":3681},[151],{"categories":3683},[151],{"categories":3685},[200],{"categories":3687},[281],{"categories":3689},[],{"categories":3691},[],{"categories":3693},[203],{"categories":3695},[495],{"categories":3697},[151],{"categories":3699},[164],{"categories":3701},[151,178],{"categories":3703},[200],{"categories":3705},[151],{"categories":3707},[151],{"categories":3709},[151],{"categories":3711},[151],{"categories":3713},[151],{"categories":3715},[151],{"categories":3717},[151],{"categories":3719},[164],{"categories":3721},[151],{"categories":3723},[164],{"categories":3725},[151],{"categories":3727},[151],{"categories":3729},[151],{"categories":3731},[],{"categories":3733},[151],{"categories":3735},[1275],{"categories":3737},[178],{"categories":3739},[252],{"categories":3741},[151],{"categories":3743},[151],{"categories":3745},[151],{"categories":3747},[203],{"categories":3749},[164],{"categories":3751},[281],{"categories":3753},[322],{"categories":3755},[],{"categories":3757},[178],{"categories":3759},[151],{"categories":3761},[159],{"categories":3763},[164],{"categories":3765},[154],{"categories":3767},[164],{"categories":3769},[151],{"categories":3771},[164],{"categories":3773},[164],{"categories":3775},[167],{"categories":3777},[178],{"categories":3779},[151],{"categories":3781},[151],{"categories":3783},[],{"categories":3785},[],{"categories":3787},[],{"categories":3789},[322],{"categories":3791},[151],{"categories":3793},[200],{"categories":3795},[151],{"categories":3797},[151],{"categories":3799},[151],{"categories":3801},[151],{"categories":3803},[],{"categories":3805},[151],{"categories":3807},[203],{"categories":3809},[159],{"categories":3811},[164],{"categories":3813},[151],{"categories":3815},[],{"categories":3817},[151],{"categories":3819},[164],{"categories":3821},[151],{"categories":3823},[322],{"categories":3825},[],{"categories":3827},[252],{"categories":3829},[252],{"categories":3831},[151],{"categories":3833},[164],{"categories":3835},[],{"categories":3837},[178],{"categories":3839},[151],{"categories":3841},[252],{"categories":3843},[151],{"categories":3845},[159],{"categories":3847},[164],{"categories":3849},[151],{"categories":3851},[],{"categories":3853},[200],{"categories":3855},[151],{"categories":3857},[151],{"categories":3859},[151],{"categories":3861},[252],{"categories":3863},[164],{"categories":3865},[200],{"categories":3867},[],{"categories":3869},[164],{"categories":3871},[159],{"categories":3873},[164],{"categories":3875},[252],{"categories":3877},[151],{"categories":3879},[151],{"categories":3881},[151],{"categories":3883},[495],{"categories":3885},[151],{"categories":3887},[164],{"categories":3889},[],{"categories":3891},[151],{"categories":3893},[151],{"categories":3895},[322],{"categories":3897},[200],{"categories":3899},[203],{"categories":3901},[600],{"categories":3903},[203],{"categories":3905},[203],{"categories":3907},[151],{"categories":3909},[],{"categories":3911},[],{"categories":3913},[],{"categories":3915},[164],{"categories":3917},[151],{"categories":3919},[164],{"categories":3921},[164],{"categories":3923},[178],{"categories":3925},[151],{"categories":3927},[472],{"categories":3929},[178],{"categories":3931},[164],{"categories":3933},[151],{"categories":3935},[151],{"categories":3937},[151],{"categories":3939},[151],{"categories":3941},[151],{"categories":3943},[164],{"categories":3945},[151],{"categories":3947},[],{"categories":3949},[],{"categories":3951},[151],{"categories":3953},[],{"categories":3955},[151],{"categories":3957},[164],{"categories":3959},[252],{"categories":3961},[151],{"categories":3963},[151],{"categories":3965},[],{"categories":3967},[164],{"categories":3969},[151],{"categories":3971},[151],{"categories":3973},[167],{"categories":3975},[151],{"categories":3977},[252],{"categories":3979},[151],{"categories":3981},[164],{"categories":3983},[159],{"categories":3985},[151],{"categories":3987},[151],{"categories":3989},[281],{"categories":3991},[164],{"categories":3993},[151],{"categories":3995},[151],{"categories":3997},[912],{"categories":3999},[151],{"categories":4001},[164],{"categories":4003},[151],{"categories":4005},[178],{"categories":4007},[151],{"categories":4009},[554],{"categories":4011},[252],{"categories":4013},[],{"categories":4015},[151],{"categories":4017},[151],{"categories":4019},[200],{"categories":4021},[495],{"categories":4023},[164],{"categories":4025},[151],{"categories":4027},[],{"categories":4029},[200],{"categories":4031},[416],{"categories":4033},[164],{"categories":4035},[164],{"categories":4037},[164],{"categories":4039},[151],{"categories":4041},[151],{"categories":4043},[164],{"categories":4045},[],{"categories":4047},[159],{"categories":4049},[151],{"categories":4051},[159],{"categories":4053},[164],{"categories":4055},[],{"categories":4057},[178],{"categories":4059},[151],{"categories":4061},[151],{"categories":4063},[154],{"categories":4065},[151],{"categories":4067},[200],{"categories":4069},[322],{"categories":4071},[189],{"categories":4073},[164],{"categories":4075},[164],{"categories":4077},[151],{"categories":4079},[151],{"categories":4081},[164],{"categories":4083},[151],{"categories":4085},[154],{"categories":4087},[],{"categories":4089},[164],{"categories":4091},[151],{"categories":4093},[151],{"categories":4095},[151],{"categories":4097},[164],{"categories":4099},[151],{"categories":4101},[],{"categories":4103},[151],{"categories":4105},[],{"categories":4107},[252],{"categories":4109},[164],{"categories":4111},[151,159],{"categories":4113},[164],{"categories":4115},[151],{"categories":4117},[],{"categories":4119},[154],{"categories":4121},[203],{"categories":4123},[159],{"categories":4125},[151],{"categories":4127},[178],{"categories":4129},[151],{"categories":4131},[151],{"categories":4133},[164],{"categories":4135},[151],{"categories":4137},[151],{"categories":4139},[151],{"categories":4141},[200],{"categories":4143},[1275],{"categories":4145},[164],{"categories":4147},[151],{"categories":4149},[],{"categories":4151},[],{"categories":4153},[151],{"categories":4155},[164],{"categories":4157},[151],{"categories":4159},[151],{"categories":4161},[322],{"categories":4163},[],{"categories":4165},[151],{"categories":4167},[164],{"categories":4169},[189],{"categories":4171},[164],{"categories":4173},[495],{"categories":4175},[],{"categories":4177},[439],{"categories":4179},[164],{"categories":4181},[151],{"categories":4183},[151],{"categories":4185},[281],{"categories":4187},[164],{"categories":4189},[151],{"categories":4191},[203],{"categories":4193},[167],{"categories":4195},[164],{"categories":4197},[151],{"categories":4199},[495],{"categories":4201},[151],{"categories":4203},[322],{"categories":4205},[159],{"categories":4207},[],{"categories":4209},[151],{"categories":4211},[151],{"categories":4213},[281],{"categories":4215},[252],{"categories":4217},[151],{"categories":4219},[151],{"categories":4221},[151],{"categories":4223},[],{"categories":4225},[281],{"categories":4227},[200],{"categories":4229},[151],{"categories":4231},[151],{"categories":4233},[151],{"categories":4235},[600],{"categories":4237},[154],{"categories":4239},[151],{"categories":4241},[167],{"categories":4243},[151],{"categories":4245},[],{"categories":4247},[],{"categories":4249},[252],{"categories":4251},[151],{"categories":4253},[203],{"categories":4255},[281],{"categories":4257},[164],{"categories":4259},[151],{"categories":4261},[151],{"categories":4263},[281],{"categories":4265},[200],{"categories":4267},[151],{"categories":4269},[],{"categories":4271},[151],{"categories":4273},[151],{"categories":4275},[],{"categories":4277},[151],{"categories":4279},[151],{"categories":4281},[625],{"categories":4283},[151],{"categories":4285},[151],{"categories":4287},[164],{"categories":4289},[178],{"categories":4291},[495],{"categories":4293},[151],{"categories":4295},[151],{"categories":4297},[151],{"categories":4299},[],{"categories":4301},[151,178],{"categories":4303},[200],{"categories":4305},[164],{"categories":4307},[178],{"categories":4309},[164],{"categories":4311},[950],{"categories":4313},[178],{"categories":4315},[178],{"categories":4317},[164],{"categories":4319},[151],{"categories":4321},[154],{"categories":4323},[],{"categories":4325},[],{"categories":4327},[164],{"categories":4329},[151],{"categories":4331},[178],{"categories":4333},[151],{"categories":4335},[154],{"categories":4337},[178],{"categories":4339},[178],{"categories":4341},[151],{"categories":4343},[281],{"categories":4345},[151],{"categories":4347},[178],{"categories":4349},[151],{"categories":4351},[],{"categories":4353},[151],{"categories":4355},[151],{"categories":4357},[252,151],{"categories":4359},[322],{"categories":4361},[154],{"categories":4363},[151],{"categories":4365},[],{"categories":4367},[151],{"categories":4369},[151],{"categories":4371},[159],{"categories":4373},[151],{"categories":4375},[159],{"categories":4377},[151],{"categories":4379},[151],{"categories":4381},[416],{"categories":4383},[151],{"categories":4385},[159],{"categories":4387},[178],{"categories":4389},[203],{"categories":4391},[164],{"categories":4393},[151],{"categories":4395},[178],{"categories":4397},[151],{"categories":4399},[151],{"categories":4401},[200],{"categories":4403},[281],{"categories":4405},[252],{"categories":4407},[151],{"categories":4409},[151],{"categories":4411},[151],{"categories":4413},[151],{"categories":4415},[154],{"categories":4417},[151],{"categories":4419},[164],{"categories":4421},[164],{"categories":4423},[178],{"categories":4425},[200],{"categories":4427},[178],{"categories":4429},[178],{"categories":4431},[151],{"categories":4433},[151],{"categories":4435},[],{"categories":4437},[],{"categories":4439},[203],{"categories":4441},[151],{"categories":4443},[178],{"categories":4445},[151],{"categories":4447},[252],{"categories":4449},[495],{"categories":4451},[439],{"categories":4453},[416],{"categories":4455},[151],{"categories":4457},[151],{"categories":4459},[151],{"categories":4461},[203],{"categories":4463},[151],{"categories":4465},[151],{"categories":4467},[151],{"categories":4469},[151],{"categories":4471},[151],{"categories":4473},[151],{"categories":4475},[151],{"categories":4477},[164],{"categories":4479},[154],{"categories":4481},[164],{"categories":4483},[151,159],{"categories":4485},[],{"categories":4487},[252],{"categories":4489},[],{"categories":4491},[167],{"categories":4493},[151],{"categories":4495},[200],{"categories":4497},[154],{"categories":4499},[151],{"categories":4501},[154],{"categories":4503},[164],{"categories":4505},[203],{"categories":4507},[164],{"categories":4509},[167],{"categories":4511},[164],{"categories":4513},[151],{"categories":4515},[151],{"categories":4517},[159],{"categories":4519},[164],{"categories":4521},[178],{"categories":4523},[281],{"categories":4525},[151],{"categories":4527},[151],{"categories":4529},[],{"categories":4531},[200],{"categories":4533},[151],{"categories":4535},[151],{"categories":4537},[151],{"categories":4539},[151],{"categories":4541},[151],{"categories":4543},[151],{"categories":4545},[178],{"categories":4547},[200],{"categories":4549},[178],{"categories":4551},[178],{"categories":4553},[151],{"categories":4555},[151],{"categories":4557},[151],{"categories":4559},[151],{"categories":4561},[439],{"categories":4563},[151],{"categories":4565},[164],{"categories":4567},[200],{"categories":4569},[151],{"categories":4571},[151],{"categories":4573},[151],{"categories":4575},[164],{"categories":4577},[151],{"categories":4579},[151],{"categories":4581},[151],{"categories":4583},[3174],{"categories":4585},[4586],"Clinical AI",{"categories":4588},[252],{"categories":4590},[151],{"categories":4592},[151],{"categories":4594},[151],{"categories":4596},[151],{"categories":4598},[322],{"categories":4600},[2533],{"categories":4602},[151],{"categories":4604},[167],{"categories":4606},[252],{"categories":4608},[151],{"categories":4610},[164],{"categories":4612},[151],{"categories":4614},[151],{"categories":4616},[200],{"categories":4618},[151],{"categories":4620},[164],{"categories":4622},[178],{"categories":4624},[281],{"categories":4626},[151],{"categories":4628},[151],{"categories":4630},[159],{"categories":4632},[151],{"categories":4634},[151],{"categories":4636},[554],{"categories":4638},[151],{"categories":4640},[],{"categories":4642},[164],{"categories":4644},[151],{"categories":4646},[178],{"categories":4648},[154],{"categories":4650},[151],{"categories":4652},[],{"categories":4654},[],{"categories":4656},[151],{"categories":4658},[],{"categories":4660},[159],{"categories":4662},[151],{"categories":4664},[151],{"categories":4666},[164],{"categories":4668},[151],{"categories":4670},[200],{"categories":4672},[200],{"categories":4674},[200],{"categories":4676},[200],{"categories":4678},[],{"categories":4680},[154],{"categories":4682},[164],{"categories":4684},[200],{"categories":4686},[151],{"categories":4688},[625],{"categories":4690},[167],{"categories":4692},[164],{"categories":4694},[151],{"categories":4696},[154],{"categories":4698},[151],{"categories":4700},[164],{"categories":4702},[151],{"categories":4704},[151],{"categories":4706},[151],{"categories":4708},[151,164],{"categories":4710},[164],{"categories":4712},[322],{"categories":4714},[200],{"categories":4716},[164],{"categories":4718},[200],{"categories":4720},[164],{"categories":4722},[151],{"categories":4724},[],{"categories":4726},[200],{"categories":4728},[281],{"categories":4730},[154],{"categories":4732},[151],{"categories":4734},[151],{"categories":4736},[],{"categories":4738},[178],{"categories":4740},[],{"categories":4742},[154],{"categories":4744},[164],{"categories":4746},[200],{"categories":4748},[151],{"categories":4750},[200],{"categories":4752},[154],{"categories":4754},[200],{"categories":4756},[200],{"categories":4758},[],{"categories":4760},[159],{"categories":4762},[164],{"categories":4764},[200],{"categories":4766},[200],{"categories":4768},[200],{"categories":4770},[200],{"categories":4772},[200],{"categories":4774},[200],{"categories":4776},[200],{"categories":4778},[200],{"categories":4780},[200],{"categories":4782},[200],{"categories":4784},[203],{"categories":4786},[154],{"categories":4788},[151],{"categories":4790},[151],{"categories":4792},[164],{"categories":4794},[164],{"categories":4796},[],{"categories":4798},[151],{"categories":4800},[151,154],{"categories":4802},[],{"categories":4804},[164],{"categories":4806},[151],{"categories":4808},[200],{"categories":4810},[164],{"categories":4812},[950],{"categories":4814},[151],{"categories":4816},[151],{"categories":4818},[151],{"categories":4820},[151],{"categories":4822},[151],{"categories":4824},[416],{"categories":4826},[151],{"categories":4828},[151],{"categories":4830},[164],{"categories":4832},[151],{"categories":4834},[151],{"categories":4836},[159],{"categories":4838},[167],{"categories":4840},[164],{"categories":4842},[164],{"categories":4844},[],{"categories":4846},[164],{"categories":4848},[252],{"categories":4850},[200],{"categories":4852},[151],{"categories":4854},[],{"categories":4856},[167],{"categories":4858},[],{"categories":4860},[178],{"categories":4862},[151],{"categories":4864},[164],{"categories":4866},[252],{"categories":4868},[151],{"categories":4870},[],{"categories":4872},[151],{"categories":4874},[151],{"categories":4876},[],{"categories":4878},[281],{"categories":4880},[151],{"categories":4882},[164],{"categories":4884},[],{"categories":4886},[],{"categories":4888},[200],{"categories":4890},[154],{"categories":4892},[151],{"categories":4894},[151],{"categories":4896},[159],{"categories":4898},[151],{"categories":4900},[151],{"categories":4902},[164],{"categories":4904},[151],{"categories":4906},[159],{"categories":4908},[159],{"categories":4910},[252],{"categories":4912},[],{"categories":4914},[151],{"categories":4916},[200],{"categories":4918},[],{"categories":4920},[151],{"categories":4922},[151],{"categories":4924},[252],{"categories":4926},[151],{"categories":4928},[151],{"categories":4930},[281],{"categories":4932},[151],{"categories":4934},[322],{"categories":4936},[],{"categories":4938},[164],{"categories":4940},[151],{"categories":4942},[281],{"categories":4944},[178],{"categories":4946},[],{"categories":4948},[151],{"categories":4950},[],{"categories":4952},[164],{"categories":4954},[252],{"categories":4956},[178],{"categories":4958},[],{"categories":4960},[3174],{"categories":4962},[159],{"categories":4964},[154],{"categories":4966},[151],{"categories":4968},[203],{"categories":4970},[164],{"categories":4972},[252],{"categories":4974},[151],{"categories":4976},[178],{"categories":4978},[],{"categories":4980},[],{"categories":4982},[151],{"categories":4984},[154],{"categories":4986},[151],{"categories":4988},[281],{"categories":4990},[],{"categories":4992},[164],{"categories":4994},[164],{"categories":4996},[151],{"categories":4998},[164],{"categories":5000},[151],{"categories":5002},[200],{"categories":5004},[178],{"categories":5006},[151],{"categories":5008},[164],{"categories":5010},[167],{"categories":5012},[151],{"categories":5014},[151],{"categories":5016},[151],{"categories":5018},[164],{"categories":5020},[151],{"categories":5022},[167],{"categories":5024},[281],{"categories":5026},[200],{"categories":5028},[],{"categories":5030},[281],{"categories":5032},[151],{"categories":5034},[],{"categories":5036},[178],{"categories":5038},[164],{"categories":5040},[],{"categories":5042},[151],{"categories":5044},[151],{"categories":5046},[151],{"categories":5048},[151],{"categories":5050},[151],{"categories":5052},[164],{"categories":5054},[159],{"categories":5056},[154],{"categories":5058},[164],{"categories":5060},[151],{"categories":5062},[252],{"categories":5064},[178],{"categories":5066},[178],{"categories":5068},[151],{"categories":5070},[203],{"categories":5072},[164],{"categories":5074},[151],{"categories":5076},[151],{"categories":5078},[164],{"categories":5080},[151],{"categories":5082},[151],{"categories":5084},[164],{"categories":5086},[159],{"categories":5088},[151],{"categories":5090},[252],{"categories":5092},[178],{"categories":5094},[164],{"categories":5096},[151],{"categories":5098},[167],{"categories":5100},[151],{"categories":5102},[164],{"categories":5104},[151],{"categories":5106},[151],{"categories":5108},[200],{"categories":5110},[151],{"categories":5112},[],{"categories":5114},[154],{"categories":5116},[151],{"categories":5118},[151],{"categories":5120},[151],{"categories":5122},[178],{"categories":5124},[178],{"categories":5126},[151],{"categories":5128},[178],{"categories":5130},[151],{"categories":5132},[164],{"categories":5134},[151],{"categories":5136},[151],{"categories":5138},[151],{"categories":5140},[151],{"categories":5142},[151],{"categories":5144},[],{"categories":5146},[151],{"categories":5148},[252],{"categories":5150},[164],{"categories":5152},[159],{"categories":5154},[200],{"categories":5156},[151],{"categories":5158},[164],{"categories":5160},[151],{"categories":5162},[164],{"categories":5164},[151],{"categories":5166},[151],{"categories":5168},[252],{"categories":5170},[164],{"categories":5172},[151],{"categories":5174},[281],{"categories":5176},[151],{"categories":5178},[203],{"categories":5180},[151],{"categories":5182},[151],{"categories":5184},[200],{"categories":5186},[151],{"categories":5188},[151],{"categories":5190},[151],{"categories":5192},[151],{"categories":5194},[164],{"categories":5196},[322],{"categories":5198},[151],{"categories":5200},[178],{"categories":5202},[164],{"categories":5204},[203],{"categories":5206},[],{"categories":5208},[164],{"categories":5210},[178],{"categories":5212},[151],{"categories":5214},[151],{"categories":5216},[2371],{"categories":5218},[252],{"categories":5220},[351],{"categories":5222},[151],{"categories":5224},[151],{"categories":5226},[151],{"categories":5228},[151],{"categories":5230},[154],{"categories":5232},[151],{"categories":5234},[151],{"categories":5236},[178],{"categories":5238},[159],{"categories":5240},[151],{"categories":5242},[178],{"categories":5244},[151],{"categories":5246},[],{"categories":5248},[164],{"categories":5250},[164],{"categories":5252},[151],{"categories":5254},[151],{"categories":5256},[151],{"categories":5258},[203],{"categories":5260},[],{"categories":5262},[200],{"categories":5264},[],{"categories":5266},[200],{"categories":5268},[151],{"categories":5270},[151],{"categories":5272},[164],{"categories":5274},[151],{"categories":5276},[164],{"categories":5278},[164],{"categories":5280},[],{"categories":5282},[151],{"categories":5284},[200],{"categories":5286},[151],{"categories":5288},[],{"categories":5290},[151],{"categories":5292},[151],{"categories":5294},[],{"categories":5296},[151],{"categories":5298},[151],{"categories":5300},[252],{"categories":5302},[178],{"categories":5304},[164],{"categories":5306},[151],{"categories":5308},[151],{"categories":5310},[151],{"categories":5312},[151],{"categories":5314},[281],{"categories":5316},[151],{"categories":5318},[151],{"categories":5320},[151],{"categories":5322},[154],{"categories":5324},[151],{"categories":5326},[151],{"categories":5328},[],{"categories":5330},[151],{"categories":5332},[151],{"categories":5334},[151],{"categories":5336},[],{"categories":5338},[154],{"categories":5340},[151],{"categories":5342},[151],{"categories":5344},[200],{"categories":5346},[178],{"categories":5348},[167],{"categories":5350},[164],{"categories":5352},[495],{"categories":5354},[151],{"categories":5356},[151],{"categories":5358},[151],{"categories":5360},[178],{"categories":5362},[200],{"categories":5364},[252],{"categories":5366},[151],{"categories":5368},[151],{"categories":5370},[151],{"categories":5372},[151],{"categories":5374},[200],{"categories":5376},[151],{"categories":5378},[252],{"categories":5380},[151],{"categories":5382},[151],{"categories":5384},[200],{"categories":5386},[252],{"categories":5388},[151],{"categories":5390},[200],{"categories":5392},[151],{"categories":5394},[164],{"categories":5396},[164],{"categories":5398},[164],{"categories":5400},[178],{"categories":5402},[200],{"categories":5404},[164],{"categories":5406},[164],{"categories":5408},[151],{"categories":5410},[178],{"categories":5412},[252],{"categories":5414},[151],{"categories":5416},[151],{"categories":5418},[164],{"categories":5420},[151],{"categories":5422},[],{"categories":5424},[164],{"categories":5426},[],{"categories":5428},[151],{"categories":5430},[151],{"categories":5432},[],{"categories":5434},[],{"categories":5436},[164],{"categories":5438},[159],{"categories":5440},[164],{"categories":5442},[5443],"Liability & Ethics",{"categories":5445},[151],{"categories":5447},[151],{"categories":5449},[151],{"categories":5451},[164],{"categories":5453},[154],{"categories":5455},[164],{"categories":5457},[159],{"categories":5459},[281],{"categories":5461},[164],{"categories":5463},[151],{"categories":5465},[151],{"categories":5467},[],{"categories":5469},[600],{"categories":5471},[164],{"categories":5473},[],{"categories":5475},[151],{"categories":5477},[154],{"categories":5479},[164],{"categories":5481},[],{"categories":5483},[164],{"categories":5485},[151],{"categories":5487},[151],{"categories":5489},[178],{"categories":5491},[151],{"categories":5493},[200],{"categories":5495},[151],{"categories":5497},[151],{"categories":5499},[167],{"categories":5501},[164],{"categories":5503},[151],{"categories":5505},[151],{"categories":5507},[151],{"categories":5509},[200],{"categories":5511},[164],{"categories":5513},[178],{"categories":5515},[252],{"categories":5517},[154],{"categories":5519},[151],{"categories":5521},[151],{"categories":5523},[151],{"categories":5525},[],{"categories":5527},[164],{"categories":5529},[164],{"categories":5531},[164],{"categories":5533},[495],{"categories":5535},[252],{"categories":5537},[164],{"categories":5539},[322],{"categories":5541},[178],{"categories":5543},[200],{"categories":5545},[151],{"categories":5547},[252],{"categories":5549},[151],{"categories":5551},[154],{"categories":5553},[],{"categories":5555},[164],{"categories":5557},[151],{"categories":5559},[151],{"categories":5561},[151],{"categories":5563},[151],{"categories":5565},[164],{"categories":5567},[151],{"categories":5569},[151],{"categories":5571},[252],{"categories":5573},[],{"categories":5575},[164],{"categories":5577},[167],{"categories":5579},[200],{"categories":5581},[164],{"categories":5583},[159],{"categories":5585},[],{"categories":5587},[151],{"categories":5589},[151],{"categories":5591},[167],{"categories":5593},[151],{"categories":5595},[164],{"categories":5597},[200],{"categories":5599},[154],{"categories":5601},[322],{"categories":5603},[151],{"categories":5605},[151],{"categories":5607},[151],{"categories":5609},[200],{"categories":5611},[159],{"categories":5613},[151],{"categories":5615},[252],{"categories":5617},[200],{"categories":5619},[322],{"categories":5621},[151],{"categories":5623},[164],{"categories":5625},[],{"categories":5627},[554],{"categories":5629},[],{"categories":5631},[151],{"categories":5633},[322],{"categories":5635},[151],{"categories":5637},[203],{"categories":5639},[151],{"categories":5641},[164],{"categories":5643},[164],{"categories":5645},[5646],"Design News & Tools",{"categories":5648},[151],{"categories":5650},[151],{"categories":5652},[200],{"categories":5654},[151],{"categories":5656},[151],{"categories":5658},[154],{"categories":5660},[164],{"categories":5662},[151],{"categories":5664},[252],{"categories":5666},[164],{"categories":5668},[164],{"categories":5670},[252],{"categories":5672},[151],{"categories":5674},[151],{"categories":5676},[495],{"categories":5678},[164],{"categories":5680},[151],{"categories":5682},[151],{"categories":5684},[495],{"categories":5686},[151],{"categories":5688},[281],{"categories":5690},[151],{"categories":5692},[164],{"categories":5694},[],{"categories":5696},[151],{"categories":5698},[151],{"categories":5700},[151],{"categories":5702},[200],{"categories":5704},[151],{"categories":5706},[154],{"categories":5708},[],{"categories":5710},[151],{"categories":5712},[151],{"categories":5714},[151],{"categories":5716},[178],{"categories":5718},[625],{"categories":5720},[178],{"categories":5722},[252],{"categories":5724},[151],{"categories":5726},[151,164],{"categories":5728},[281,159],{"categories":5730},[178],{"categories":5732},[151],{"categories":5734},[151],{"categories":5736},[151],{"categories":5738},[151],{"categories":5740},[],{"categories":5742},[164],{"categories":5744},[151],{"categories":5746},[],{"categories":5748},[151],{"categories":5750},[178],{"categories":5752},[151],{"categories":5754},[178],{"categories":5756},[],{"categories":5758},[164],{"categories":5760},[151],{"categories":5762},[159],{"categories":5764},[151],{"categories":5766},[200],{"categories":5768},[151],{"categories":5770},[],{"categories":5772},[164],{"categories":5774},[151],{"categories":5776},[],{"categories":5778},[252],{"categories":5780},[151],{"categories":5782},[151],{"categories":5784},[164],{"categories":5786},[151],{"categories":5788},[151],{"categories":5790},[154],{"categories":5792},[164],{"categories":5794},[151],{"categories":5796},[],{"categories":5798},[151],{"categories":5800},[322],{"categories":5802},[281],{"categories":5804},[159],{"categories":5806},[159],{"categories":5808},[151],{"categories":5810},[154],{"categories":5812},[154],{"categories":5814},[151],{"categories":5816},[164],{"categories":5818},[151],{"categories":5820},[151],{"categories":5822},[151],{"categories":5824},[151],{"categories":5826},[178],{"categories":5828},[151],{"categories":5830},[154],{"categories":5832},[151],{"categories":5834},[151],{"categories":5836},[164],{"categories":5838},[151],{"categories":5840},[281],{"categories":5842},[151],{"categories":5844},[200],{"categories":5846},[151],{"categories":5848},[151],{"categories":5850},[164],{"categories":5852},[167],{"categories":5854},[151],{"categories":5856},[151],{"categories":5858},[164],{"categories":5860},[],{"categories":5862},[178],{"categories":5864},[],{"categories":5866},[178],{"categories":5868},[164],{"categories":5870},[154],{"categories":5872},[151],{"categories":5874},[],{"categories":5876},[203],{"categories":5878},[322],{"categories":5880},[151],{"categories":5882},[178],{"categories":5884},[151],{"categories":5886},[],{"categories":5888},[200],{"categories":5890},[164],{"categories":5892},[178],{"categories":5894},[252],{"categories":5896},[159],{"categories":5898},[151],{"categories":5900},[151],{"categories":5902},[164],{"categories":5904},[178],{"categories":5906},[164],{"categories":5908},[200],{"categories":5910},[151],{"categories":5912},[167],{"categories":5914},[154],{"categories":5916},[167],{"categories":5918},[200],{"categories":5920},[151],{"categories":5922},[178],{"categories":5924},[151],{"categories":5926},[252],{"categories":5928},[159],{"categories":5930},[151],{"categories":5932},[151],{"categories":5934},[151],{"categories":5936},[151],{"categories":5938},[151],{"categories":5940},[151],{"categories":5942},[164],{"categories":5944},[151],{"categories":5946},[164],{"categories":5948},[151],{"categories":5950},[151],{"categories":5952},[154],{"categories":5954},[151],{"categories":5956},[164],{"categories":5958},[164],{"categories":5960},[252],{"categories":5962},[164],{"categories":5964},[164],{"categories":5966},[151],{"categories":5968},[154],{"categories":5970},[164],{"categories":5972},[252],{"categories":5974},[],{"categories":5976},[151],{"categories":5978},[203],{"categories":5980},[495],{"categories":5982},[151],{"categories":5984},[164],{"categories":5986},[151],{"categories":5988},[151],{"categories":5990},[178],{"categories":5992},[151],{"categories":5994},[],{"categories":5996},[151],{"categories":5998},[164],{"categories":6000},[151],{"categories":6002},[281],{"categories":6004},[151],{"categories":6006},[178],{"categories":6008},[151],{"categories":6010},[200],{"categories":6012},[164],{"categories":6014},[151],{"categories":6016},[281],{"categories":6018},[164],{"categories":6020},[159],{"categories":6022},[159],{"categories":6024},[151],{"categories":6026},[151],{"categories":6028},[151],{"categories":6030},[151],{"categories":6032},[151],{"categories":6034},[151],{"categories":6036},[154],{"categories":6038},[],{"categories":6040},[151],{"categories":6042},[151],{"categories":6044},[164],{"categories":6046},[164],{"categories":6048},[151],{"categories":6050},[151],{"categories":6052},[151],{"categories":6054},[151],{"categories":6056},[151],{"categories":6058},[178],{"categories":6060},[],{"categories":6062},[154],{"categories":6064},[151],{"categories":6066},[151],{"categories":6068},[164],{"categories":6070},[164],{"categories":6072},[],{"categories":6074},[178],{"categories":6076},[178],{"categories":6078},[151],{"categories":6080},[281],{"categories":6082},[159],{"categories":6084},[252],{"categories":6086},[],{"categories":6088},[151],{"categories":6090},[164],{"categories":6092},[154],{"categories":6094},[151],{"categories":6096},[151],{"categories":6098},[178],{"categories":6100},[154],{"categories":6102},[151],{"categories":6104},[151],{"categories":6106},[200],{"categories":6108},[203],{"categories":6110},[151],{"categories":6112},[200],{"categories":6114},[164],{"categories":6116},[151],{"categories":6118},[],{"categories":6120},[200],{"categories":6122},[164],{"categories":6124},[252],{"categories":6126},[203],{"categories":6128},[151],{"categories":6130},[151],{"categories":6132},[],{"categories":6134},[164],{"categories":6136},[164],{"categories":6138},[164],{"categories":6140},[3174],{"categories":6142},[200],{"categories":6144},[151],{"categories":6146},[178],{"categories":6148},[151],{"categories":6150},[151],{"categories":6152},[151],{"categories":6154},[151],{"categories":6156},[151],{"categories":6158},[159],{"categories":6160},[151],{"categories":6162},[154],{"categories":6164},[1837],{"categories":6166},[322],{"categories":6168},[154],{"categories":6170},[],{"categories":6172},[151],{"categories":6174},[],{"categories":6176},[200],{"categories":6178},[164],{"categories":6180},[252],{"categories":6182},[151],{"categories":6184},[151],{"categories":6186},[151],{"categories":6188},[200],{"categories":6190},[],{"categories":6192},[164],{"categories":6194},[151],{"categories":6196},[164],{"categories":6198},[164],{"categories":6200},[],{"categories":6202},[151],{"categories":6204},[],{"categories":6206},[200],{"categories":6208},[154],{"categories":6210},[252],{"categories":6212},[151],{"categories":6214},[164],{"categories":6216},[200],{"categories":6218},[151],{"categories":6220},[200],{"categories":6222},[],{"categories":6224},[200],{"categories":6226},[151],{"categories":6228},[154],{"categories":6230},[495],{"categories":6232},[164],{"categories":6234},[151],{"categories":6236},[],{"categories":6238},[178],{"categories":6240},[164],{"categories":6242},[167],{"categories":6244},[164],{"categories":6246},[154],{"categories":6248},[151],{"categories":6250},[151],{"categories":6252},[],{"categories":6254},[],{"categories":6256},[],{"categories":6258},[252],{"categories":6260},[151],{"categories":6262},[164],{"categories":6264},[151],{"categories":6266},[151],{"categories":6268},[],{"categories":6270},[],{"categories":6272},[],{"categories":6274},[151],{"categories":6276},[164],{"categories":6278},[252],{"categories":6280},[151],{"categories":6282},[],{"categories":6284},[164],{"categories":6286},[151],{"categories":6288},[151],{"categories":6290},[154],{"categories":6292},[],{"categories":6294},[],{"categories":6296},[151],{"categories":6298},[151],{"categories":6300},[164],{"categories":6302},[252],{"categories":6304},[151],{"categories":6306},[200],{"categories":6308},[],{"categories":6310},[151],{"categories":6312},[151],{"categories":6314},[281],{"categories":6316},[200],{"categories":6318},[281],{"categories":6320},[203],{"categories":6322},[151],{"categories":6324},[151],{"categories":6326},[],{"categories":6328},[],{"categories":6330},[164],{"categories":6332},[],{"categories":6334},[151],{"categories":6336},[495],{"categories":6338},[151],{"categories":6340},[151],{"categories":6342},[151],{"categories":6344},[151],{"categories":6346},[],{"categories":6348},[164],{"categories":6350},[151],{"categories":6352},[151],{"categories":6354},[],{"categories":6356},[164],{"categories":6358},[151],{"categories":6360},[200],{"categories":6362},[151],{"categories":6364},[281],{"categories":6366},[159],{"categories":6368},[167],{"categories":6370},[151],{"categories":6372},[151],{"categories":6374},[164],{"categories":6376},[203],{"categories":6378},[164],{"categories":6380},[164],{"categories":6382},[],{"categories":6384},[151],{"categories":6386},[164],{"categories":6388},[],{"categories":6390},[151],{"categories":6392},[],{"categories":6394},[200],{"categories":6396},[159],{"categories":6398},[],{"categories":6400},[151],{"categories":6402},[151],{"categories":6404},[151],{"categories":6406},[],{"categories":6408},[164],{"categories":6410},[252],{"categories":6412},[154],{"categories":6414},[151],{"categories":6416},[],{"categories":6418},[159],{"categories":6420},[281],{"categories":6422},[151],{"categories":6424},[178],{"categories":6426},[154],{"categories":6428},[203],{"categories":6430},[159],{"categories":6432},[178],{"categories":6434},[164],{"categories":6436},[178],{"categories":6438},[],{"categories":6440},[151],{"categories":6442},[167],{"categories":6444},[151],{"categories":6446},[],{"categories":6448},[164],{"categories":6450},[154],{"categories":6452},[252],{"categories":6454},[151],{"categories":6456},[154],{"categories":6458},[164],{"categories":6460},[322],{"categories":6462},[151],{"categories":6464},[151],{"categories":6466},[151],{"categories":6468},[151],{"categories":6470},[151],{"categories":6472},[154],{"categories":6474},[151],{"categories":6476},[178],{"categories":6478},[203],{"categories":6480},[164],{"categories":6482},[],{"categories":6484},[151],{"categories":6486},[151],{"categories":6488},[151],{"categories":6490},[178],{"categories":6492},[164],{"categories":6494},[200],{"categories":6496},[178],{"categories":6498},[151],{"categories":6500},[167],{"categories":6502},[],{"categories":6504},[252],{"categories":6506},[178],{"categories":6508},[200],{"categories":6510},[151],{"categories":6512},[154],{"categories":6514},[164],{"categories":6516},[151],{"categories":6518},[151],{"categories":6520},[164],{"categories":6522},[167],{"categories":6524},[151],{"categories":6526},[164],{"categories":6528},[151],{"categories":6530},[159],{"categories":6532},[164],{"categories":6534},[164,322],{"categories":6536},[151],{"categories":6538},[151],{"categories":6540},[164],{"categories":6542},[178],{"categories":6544},[151],{"categories":6546},[151],{"categories":6548},[203],{"categories":6550},[164],{"categories":6552},[281],{"categories":6554},[164],{"categories":6556},[159],{"categories":6558},[],{"categories":6560},[164],{"categories":6562},[151],{"categories":6564},[159],{"categories":6566},[],{"categories":6568},[],{"categories":6570},[178],{"categories":6572},[151],{"categories":6574},[151],{"categories":6576},[164],{"categories":6578},[203],{"categories":6580},[281],{"categories":6582},[151],{"categories":6584},[151],{"categories":6586},[151],{"categories":6588},[164],{"categories":6590},[],{"categories":6592},[164],{"categories":6594},[200],{"categories":6596},[151],{"categories":6598},[164],{"categories":6600},[164],{"categories":6602},[151],{"categories":6604},[],{"categories":6606},[200],{"categories":6608},[178],{"categories":6610},[3174],{"categories":6612},[154],{"categories":6614},[178],{"categories":6616},[151],{"categories":6618},[164],{"categories":6620},[151],{"categories":6622},[151],{"categories":6624},[281],{"categories":6626},[178],{"categories":6628},[203],{"categories":6630},[],{"categories":6632},[200],{"categories":6634},[151],{"categories":6636},[151],{"categories":6638},[],{"categories":6640},[164],{"categories":6642},[151],{"categories":6644},[151],{"categories":6646},[151],{"categories":6648},[151],{"categories":6650},[164],{"categories":6652},[151],{"categories":6654},[151],{"categories":6656},[151],{"categories":6658},[167],{"categories":6660},[151],{"categories":6662},[164],{"categories":6664},[151],{"categories":6666},[151],{"categories":6668},[151],{"categories":6670},[151],{"categories":6672},[151],{"categories":6674},[151],{"categories":6676},[151],{"categories":6678},[159],{"categories":6680},[],{"categories":6682},[167],{"categories":6684},[200],{"categories":6686},[164],{"categories":6688},[151],{"categories":6690},[178],{"categories":6692},[],{"categories":6694},[178],{"categories":6696},[178],{"categories":6698},[164],{"categories":6700},[178],{"categories":6702},[151],{"categories":6704},[151],{"categories":6706},[151],{"categories":6708},[164],{"categories":6710},[178],{"categories":6712},[151],{"categories":6714},[151],{"categories":6716},[151],{"categories":6718},[164],{"categories":6720},[200],{"categories":6722},[151],{"categories":6724},[151],{"categories":6726},[151],{"categories":6728},[159],{"categories":6730},[151],{"categories":6732},[164],{"categories":6734},[252],{"categories":6736},[],{"categories":6738},[151],{"categories":6740},[203],{"categories":6742},[164],{"categories":6744},[151],{"categories":6746},[151],{"categories":6748},[],{"categories":6750},[151],{"categories":6752},[151],{"categories":6754},[200],{"categories":6756},[151],{"categories":6758},[151],{"categories":6760},[164],{"categories":6762},[281],{"categories":6764},[],{"categories":6766},[],{"categories":6768},[178],{"categories":6770},[151],{"categories":6772},[151],{"categories":6774},[200],{"categories":6776},[151],{"categories":6778},[178],{"categories":6780},[200],{"categories":6782},[151],{"categories":6784},[151],{"categories":6786},[281],{"categories":6788},[203],{"categories":6790},[151],{"categories":6792},[151],{"categories":6794},[154],{"categories":6796},[164],{"categories":6798},[151],{"categories":6800},[151],{"categories":6802},[164],{"categories":6804},[159],{"categories":6806},[164],{"categories":6808},[178],{"categories":6810},[151],{"categories":6812},[159],{"categories":6814},[],{"categories":6816},[151],{"categories":6818},[203],{"categories":6820},[151],{"categories":6822},[151],{"categories":6824},[],{"categories":6826},[200],{"categories":6828},[151],{"categories":6830},[164],{"categories":6832},[203],{"categories":6834},[151],{"categories":6836},[178],{"categories":6838},[178],{"categories":6840},[178],{"categories":6842},[151],{"categories":6844},[164],{"categories":6846},[164],{"categories":6848},[151],{"categories":6850},[164],{"categories":6852},[151],{"categories":6854},[151],{"categories":6856},[252],{"categories":6858},[203],{"categories":6860},[203],{"categories":6862},[],{"categories":6864},[200],{"categories":6866},[151],{"categories":6868},[151],{"categories":6870},[178],{"categories":6872},[],{"categories":6874},[200],{"categories":6876},[200],{"categories":6878},[200],{"categories":6880},[],{"categories":6882},[164],{"categories":6884},[151],{"categories":6886},[],{"categories":6888},[154],{"categories":6890},[159],{"categories":6892},[],{"categories":6894},[151],{"categories":6896},[151],{"categories":6898},[],{"categories":6900},[178],{"categories":6902},[],{"categories":6904},[],{"categories":6906},[],{"categories":6908},[],{"categories":6910},[151],{"categories":6912},[200],{"categories":6914},[],{"categories":6916},[],{"categories":6918},[151],{"categories":6920},[151],{"categories":6922},[151],{"categories":6924},[203],{"categories":6926},[151],{"categories":6928},[203],{"categories":6930},[],{"categories":6932},[203],{"categories":6934},[203],{"categories":6936},[322],{"categories":6938},[164],{"categories":6940},[178],{"categories":6942},[],{"categories":6944},[],{"categories":6946},[203],{"categories":6948},[178],{"categories":6950},[178],{"categories":6952},[178],{"categories":6954},[],{"categories":6956},[154],{"categories":6958},[178],{"categories":6960},[178],{"categories":6962},[154],{"categories":6964},[178],{"categories":6966},[159],{"categories":6968},[178],{"categories":6970},[178],{"categories":6972},[178],{"categories":6974},[203],{"categories":6976},[200],{"categories":6978},[200],{"categories":6980},[151],{"categories":6982},[178],{"categories":6984},[203],{"categories":6986},[322],{"categories":6988},[203],{"categories":6990},[203],{"categories":6992},[203],{"categories":6994},[],{"categories":6996},[159],{"categories":6998},[],{"categories":7000},[322],{"categories":7002},[178],{"categories":7004},[178],{"categories":7006},[178],{"categories":7008},[164],{"categories":7010},[200,159],{"categories":7012},[203],{"categories":7014},[],{"categories":7016},[],{"categories":7018},[203],{"categories":7020},[],{"categories":7022},[203],{"categories":7024},[200],{"categories":7026},[164],{"categories":7028},[],{"categories":7030},[178],{"categories":7032},[151],{"categories":7034},[252],{"categories":7036},[],{"categories":7038},[151],{"categories":7040},[],{"categories":7042},[200],{"categories":7044},[154],{"categories":7046},[203],{"categories":7048},[],{"categories":7050},[178],{"categories":7052},[200],[7054,7161,7238,7346],{"id":7055,"title":7056,"ai":7057,"body":7063,"categories":7138,"created_at":111,"date_modified":111,"description":103,"extension":112,"faq":111,"featured":113,"kicker_label":111,"meta":7139,"navigation":130,"path":7148,"published_at":7149,"question":111,"scraped_at":7150,"seo":7151,"sitemap":7152,"source_id":7153,"source_name":7154,"source_type":138,"source_url":7155,"stem":7156,"tags":7157,"thumbnail_url":111,"tldr":7158,"tweet":111,"unknown_tags":7159,"__hash__":7160},"summaries\u002Fsummaries\u002F70808dff74b931f3-controlling-llm-output-deterministic-vs-stochastic-summary.md","Controlling LLM Output: Deterministic vs. Stochastic Generation",{"provider":7,"model":7058,"input_tokens":7059,"output_tokens":7060,"processing_time_ms":7061,"cost_usd":7062},"google\u002Fgemini-3.1-flash-lite",4031,566,2906,0.00185675,{"type":14,"value":7064,"toc":7133},[7065,7069,7072,7076,7079,7112,7116,7119],[17,7066,7068],{"id":7067},"the-mechanics-of-token-probability","The Mechanics of Token Probability",[22,7070,7071],{},"At the core of every LLM generation is a probability distribution over the entire vocabulary (e.g., 50,257 tokens for GPT-2). At each step, the model calculates the likelihood of every possible next token. By default, the model samples from this distribution, which introduces inherent stochasticity. Understanding that LLMs do not 'decide' but rather 'sample' is the prerequisite for controlling output consistency.",[17,7073,7075],{"id":7074},"strategies-for-controlling-output","Strategies for Controlling Output",[22,7077,7078],{},"To move from unpredictable, creative generation to deterministic, reliable output, you must intervene in the sampling process:",[79,7080,7081,7092],{},[39,7082,7083,7086,7087,7091],{},[42,7084,7085],{},"Temperature Control:"," Setting ",[7088,7089,7090],"code",{},"temperature"," to 0 effectively forces the model to always select the token with the highest probability (greedy decoding). This makes the output deterministic, meaning the same prompt will consistently yield the same result.",[39,7093,7094,7097,7098],{},[42,7095,7096],{},"Top-K and Top-P (Nucleus) Sampling:"," These methods truncate the probability distribution before sampling.\n",[79,7099,7100,7106],{},[39,7101,7102,7105],{},[42,7103,7104],{},"Top-K"," restricts the model to choosing only from the top 'K' most likely tokens, preventing the model from picking low-probability 'tail' tokens that lead to hallucinations or nonsensical text.",[39,7107,7108,7111],{},[42,7109,7110],{},"Top-P (Nucleus Sampling)"," selects from the smallest set of tokens whose cumulative probability exceeds the threshold 'P'. This is generally more flexible than Top-K because the size of the candidate pool dynamically adjusts based on the model's confidence.",[17,7113,7115],{"id":7114},"choosing-the-right-strategy","Choosing the Right Strategy",[22,7117,7118],{},"Choosing between deterministic and non-deterministic generation depends on the specific use case:",[79,7120,7121,7127],{},[39,7122,7123,7126],{},[42,7124,7125],{},"Use Deterministic (Temp=0) for:"," Data extraction, code generation, classification tasks, or any scenario where accuracy and reproducibility are paramount.",[39,7128,7129,7132],{},[42,7130,7131],{},"Use Non-Deterministic (Temp > 0) for:"," Creative writing, brainstorming, or open-ended conversational tasks where variety and 'human-like' nuance are preferred over strict consistency.",{"title":103,"searchDepth":104,"depth":104,"links":7134},[7135,7136,7137],{"id":7067,"depth":104,"text":7068},{"id":7074,"depth":104,"text":7075},{"id":7114,"depth":104,"text":7115},[151],{"content_references":7140,"triage":7144},[7141],{"type":117,"title":7142,"author":7143,"context":120},"GPT-2","OpenAI",{"relevance":7145,"novelty":127,"quality":126,"actionability":126,"composite":7146,"reasoning":7147},5,4.15,"Category: AI & LLMs. The article provides a deep dive into controlling LLM outputs, addressing a specific pain point for developers who need to understand how to implement deterministic versus stochastic generation in their AI features. It offers practical strategies like temperature control and sampling methods, making it actionable for the audience.","\u002Fsummaries\u002F70808dff74b931f3-controlling-llm-output-deterministic-vs-stochastic-summary","2026-06-26 20:35:15","2026-06-27 12:56:27",{"title":7056,"description":103},{"loc":7148},"70808dff74b931f3","Level Up Coding","https:\u002F\u002Flevelup.gitconnected.com\u002Fdeterministic-and-non-deterministic-llms-how-to-control-the-output-bdecd2a22ee6?source=rss----5517fd7b58a6---4","summaries\u002F70808dff74b931f3-controlling-llm-output-deterministic-vs-stochastic-summary",[142,143,144],"LLM outputs are probability distributions over tokens. You can force deterministic results by setting temperature to 0 or using top-p\u002Ftop-k sampling to constrain the randomness of the next-token selection.",[],"yg5_e5TnCMiL8j5dctUAq3NMt9CCUkjFjg8DjjG5hpY",{"id":7162,"title":7163,"ai":7164,"body":7169,"categories":7217,"created_at":111,"date_modified":111,"description":103,"extension":112,"faq":111,"featured":113,"kicker_label":111,"meta":7218,"navigation":130,"path":7226,"published_at":7227,"question":111,"scraped_at":7228,"seo":7229,"sitemap":7230,"source_id":7231,"source_name":7154,"source_type":138,"source_url":7232,"stem":7233,"tags":7234,"thumbnail_url":111,"tldr":7235,"tweet":111,"unknown_tags":7236,"__hash__":7237},"summaries\u002Fsummaries\u002Ff6545733763e53d6-claude-code-skills-fix-llm-memory-gaps-summary.md","Claude Code Skills Fix LLM Memory Gaps",{"provider":7,"model":8,"input_tokens":7165,"output_tokens":7166,"processing_time_ms":7167,"cost_usd":7168},3929,1304,12050,0.00141515,{"type":14,"value":7170,"toc":7212},[7171,7175,7178,7181,7185,7188,7191,7195,7198,7201],[17,7172,7174],{"id":7173},"turn-stateless-sessions-into-persistent-expertise","Turn Stateless Sessions into Persistent Expertise",[22,7176,7177],{},"Large language models like Claude reset context each session, forcing you to re-explain preferences, codebase conventions, and project details every time. This friction kills productivity. Claude Code Skills, launched by Anthropic in October 2025, solve it by letting you define reusable modules once. These contain your domain knowledge, workflows, and instructions. Claude automatically loads relevant skills per session, so it starts knowing your style without prompts.",[22,7179,7180],{},"Skills outperform basic system prompts via a three-level architecture: likely combining base instructions, modular extensions, and dynamic triggers (inferred from coverage promises). This makes Claude adapt to your exact needs, transforming it from generic assistant to specialized collaborator.",[17,7182,7184],{"id":7183},"activation-and-installation-workflows","Activation and Installation Workflows",[22,7186,7187],{},"Claude intelligently decides skill activation based on session context, ensuring only relevant ones load to avoid overload. Start with pre-built options: pull from Anthropic's Official Library or community shares for instant reuse. No coding needed.",[22,7189,7190],{},"For custom fits, use the built-in skill-creator: converse with Claude to generate skills iteratively. Or build from scratch for full control, packaging complex logic.",[17,7192,7194],{"id":7193},"advanced-patterns-and-safeguards","Advanced Patterns and Safeguards",[22,7196,7197],{},"Compose skills for layered workflows—stack domain-specific ones atop general tools. Real-world cases (promised in guide) show production gains, like codebase-aware coding or workflow automation.",[22,7199,7200],{},"Security model isolates skills, preventing leaks or overrides. Everything stays safe and scoped.",[22,7202,7203,7204,7211],{},"This toolkit equips you to customize Claude Code fully. For deeper dives, the author's ",[7205,7206,7210],"a",{"href":7207,"rel":7208},"https:\u002F\u002Fyoussefhosni.gumroad.com\u002Fl\u002Fpdtedw",[7209],"nofollow","Claude Code Skills 101 Course"," expands with hands-on examples. (Note: Article intro only; full member-only content likely details implementations.)",{"title":103,"searchDepth":104,"depth":104,"links":7213},[7214,7215,7216],{"id":7173,"depth":104,"text":7174},{"id":7183,"depth":104,"text":7184},{"id":7193,"depth":104,"text":7194},[],{"content_references":7219,"triage":7223},[7220],{"type":7221,"title":7210,"author":7222,"url":7207,"context":124},"other","Youssef Hosni",{"relevance":7145,"novelty":126,"quality":126,"actionability":126,"composite":7224,"reasoning":7225},4.35,"Category: AI & LLMs. The article provides a detailed overview of Claude Code Skills, addressing a specific pain point of AI-Curious Developers and Technical Founders regarding session context management in LLMs. It offers actionable insights on how to implement these skills, making it highly relevant and practical.","\u002Fsummaries\u002Ff6545733763e53d6-claude-code-skills-fix-llm-memory-gaps-summary","2026-05-01 20:30:25","2026-05-03 17:00:33",{"title":7163,"description":103},{"loc":7226},"f6545733763e53d6","https:\u002F\u002Flevelup.gitconnected.com\u002Fclaude-code-skills-101-everything-you-need-to-get-started-with-c06d388ca803?source=rss----5517fd7b58a6---4","summaries\u002Ff6545733763e53d6-claude-code-skills-fix-llm-memory-gaps-summary",[142,144,143],"Claude Code Skills package domain knowledge, workflows, and instructions into auto-loading modules, eliminating repetitive context re-entry in every new session.",[],"DySWBHDjE6iYuqnhpeOKZ718rwEwXneevrR-3cOGtsc",{"id":7239,"title":7240,"ai":7241,"body":7246,"categories":7312,"created_at":111,"date_modified":111,"description":103,"extension":112,"faq":111,"featured":113,"kicker_label":111,"meta":7313,"navigation":130,"path":7333,"published_at":7334,"question":111,"scraped_at":7335,"seo":7336,"sitemap":7337,"source_id":7338,"source_name":7339,"source_type":138,"source_url":7340,"stem":7341,"tags":7342,"thumbnail_url":111,"tldr":7343,"tweet":111,"unknown_tags":7344,"__hash__":7345},"summaries\u002Fsummaries\u002F25df9623aedc14cd-behavioral-engineering-ai-partnerships-via-role-ma-summary.md","Behavioral Engineering: AI Partnerships via Role Maps",{"provider":7,"model":8,"input_tokens":7242,"output_tokens":7243,"processing_time_ms":7244,"cost_usd":7245},5874,1588,15134,0.00146165,{"type":14,"value":7247,"toc":7307},[7248,7252,7255,7258,7262,7265,7268,7294,7297,7301,7304],[17,7249,7251],{"id":7250},"why-behavioral-engineering-unlocks-superior-human-ai-output","Why Behavioral Engineering Unlocks Superior Human-AI Output",[22,7253,7254],{},"Real partnerships excel because they distribute cognition through transactive memory (Wegner), where partners share a map of each other's expertise, routing decisions automatically without redundant explanation. Without this, AI lacks knowledge of your strengths, leading to over-explaining or generic responses. Strategic Alliance Theory reinforces value from non-overlapping roles: AI handles infrastructure like organizing ideas, while you own judgment-heavy strategy, preventing task crossover that wastes time. Psychological safety (Amy Edmondson) requires explicit permission for AI to flag errors or contradictions, fostering divergent thinking absent in compliant prompting. Persistent protocols eliminate per-session renegotiation, defining when AI contributes, defers, or challenges—mirroring Cleopatra and Caesar's implicit agreement on cultural savvy vs. logistics.",[22,7256,7257],{},"These structural elements beat isolated prompting: AI stops encroaching on your domain (e.g., unvalidated strategic opinions) and you stop micromanaging its strengths (e.g., reorganizing lists), expanding total output beyond individual limits.",[17,7259,7261],{"id":7260},"building-the-cleopatra-protocol-personalized-expertise-maps-and-triggers","Building the Cleopatra Protocol: Personalized Expertise Maps and Triggers",[22,7263,7264],{},"Deploy behavioral engineering via 'Cleopatra,' a single persistent file assembled from a four-sequence 'Treaty' interview. The LLM queries your judgment zones (e.g., taste criteria, blindspots), expertise map (territories you own vs. AI's), and behavioral rules, generating a standing agreement.",[22,7266,7267],{},"Key components:",[79,7269,7270,7276,7282,7288],{},[39,7271,7272,7275],{},[42,7273,7274],{},"Domain map",": Explicitly assigns decisions—AI executes mechanics, defers strategy to you.",[39,7277,7278,7281],{},[42,7279,7280],{},"Non-overlap contract",": AI never opines in your zones; handles synthesis, flagging inconsistencies in your context files.",[39,7283,7284,7287],{},[42,7285,7286],{},"Pushback triggers",": Conditional rules for challenging (e.g., 'flag unvalidated assumptions') without fear, enabling psychological safety.",[39,7289,7290,7293],{},[42,7291,7292],{},"Persistence",": Loaded once, eliminates re-explaining; recalibrate in 10 minutes if too passive or aggressive.",[22,7295,7296],{},"Stack atop prompt\u002Fcontext engineering: Use for brainstorming, where AI organizes and probes blindspots, freeing you for high-value judgment.",[17,7298,7300],{"id":7299},"experiment-behavioral-rules-shift-workload-from-draining-to-strategic","Experiment: Behavioral Rules Shift Workload from Draining to Strategic",[22,7302,7303],{},"In a content strategy brainstorm with identical context (voice profile, audience map, guidelines, examples), context-only setup forced triple-duty: generating, filtering, and strategizing, as AI produced unprioritized lists without questioning premises—exhausting despite low effort.",[22,7305,7306],{},"Behavioral setup transformed it: AI managed infrastructure (organizing ideas, surfacing contradictions, flagging unvalidated assumptions), catching blindspots proactively. You focused solely on directional judgment, producing higher-quality output faster. Result: AI as partner who 'gets out of the way' on your calls and amplifies via mechanics, proving behavioral calibration elevates collaboration beyond output tweaks.",{"title":103,"searchDepth":104,"depth":104,"links":7308},[7309,7310,7311],{"id":7250,"depth":104,"text":7251},{"id":7260,"depth":104,"text":7261},{"id":7299,"depth":104,"text":7300},[],{"content_references":7314,"triage":7331},[7315,7320,7324,7328],{"type":7221,"title":7316,"author":7317,"url":7318,"context":7319},"Transactive memory","Wegner","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FTransactive_memory","cited",{"type":7321,"title":7322,"url":7323,"context":7319},"paper","Strategic Alliance Theory","https:\u002F\u002Fwww.sciencedirect.com\u002Fscience\u002Farticle\u002Fabs\u002Fpii\u002FS0149206399000379",{"type":7321,"title":7325,"author":7326,"url":7327,"context":7319},"Psychological safety research","Amy Edmondson","https:\u002F\u002Fdash.harvard.edu\u002Fentities\u002Fpublication\u002F13a7b031-0fdd-45ec-a7e0-2b80e2bc679f",{"type":7221,"title":7329,"url":7330,"context":120},"Context engineering guide","https:\u002F\u002Frobotsatemyhomework.substack.com\u002Fp\u002Fcontext-engineering-guide",{"relevance":7145,"novelty":126,"quality":126,"actionability":126,"composite":7224,"reasoning":7332},"Category: AI & LLMs. The article provides a detailed framework for enhancing human-AI collaboration through behavioral engineering, addressing the audience's pain point of effective AI integration. It introduces the 'Cleopatra Protocol' as a practical tool for defining roles and responsibilities, which is actionable for developers and product builders.","\u002Fsummaries\u002F25df9623aedc14cd-behavioral-engineering-ai-partnerships-via-role-ma-summary","2026-04-17 12:45:50","2026-04-19 01:22:25",{"title":7240,"description":103},{"loc":7333},"25df9623aedc14cd","Robots Ate My Homework","https:\u002F\u002Frobotsatemyhomework.substack.com\u002Fp\u002Fbehavioral-engineering-ai-partnership","summaries\u002F25df9623aedc14cd-behavioral-engineering-ai-partnerships-via-role-ma-summary",[142,143,144],"Create standing behavioral agreements with AI—mapping expertise domains, enforcing non-overlap, enabling pushback, and persisting protocols—to outperform prompt engineering by distributing cognition effectively.",[],"DT_yhvzTj0gBclHiFvczSimkffDg8W4ROentTSC3V8o",{"id":7347,"title":7348,"ai":7349,"body":7354,"categories":7380,"created_at":111,"date_modified":111,"description":103,"extension":112,"faq":111,"featured":113,"kicker_label":111,"meta":7381,"navigation":130,"path":7403,"published_at":7404,"question":111,"scraped_at":7405,"seo":7406,"sitemap":7407,"source_id":7408,"source_name":7409,"source_type":138,"source_url":7410,"stem":7411,"tags":7412,"thumbnail_url":111,"tldr":7413,"tweet":111,"unknown_tags":7414,"__hash__":7415},"summaries\u002Fsummaries\u002Fae2728d9ff72c126-chrome-skills-reuse-ai-prompts-across-web-pages-summary.md","Chrome Skills: Reuse AI Prompts Across Web Pages",{"provider":7,"model":8,"input_tokens":7350,"output_tokens":7351,"processing_time_ms":7352,"cost_usd":7353},5460,1747,12666,0.001943,{"type":14,"value":7355,"toc":7376},[7356,7360,7363,7366,7370,7373],[17,7357,7359],{"id":7358},"build-custom-browser-ai-workflows-without-code","Build Custom Browser AI Workflows Without Code",[22,7361,7362],{},"Chrome's new Skills feature turns one-off Gemini prompts into clickable shortcuts that run on the current page or selected tabs. Save a prompt directly from chat history, then trigger it with \u002Fskillname or the + button. Edit anytime to refine. This skips retyping for repetitive tasks, like prompting 'suggest vegan subs' on any recipe site—it pulls context from the page automatically. Google requires confirmation for actions like emailing or calendar adds, avoiding surprises.",[22,7364,7365],{},"Early tests show Skills cut workflow friction in health (e.g., calculate protein macros from recipes), shopping (price comparisons), and docs (quick summaries). Trade-off: Locked to desktop Chrome, signed-in accounts, US English only—mobile and other languages pending.",[17,7367,7369],{"id":7368},"prebuilt-library-accelerates-common-tasks","Prebuilt Library Accelerates Common Tasks",[22,7371,7372],{},"Google ships a Skills library with ready prompts for productivity (e.g., summarize meetings), shopping (compare deals), recipes (nutrition tweaks), and budgeting (track expenses). Add any to your library with one click, then customize the underlying prompt. This jumpstarts non-coders while letting builders tweak for specificity—e.g., adapt a generic summarizer for technical docs by adding 'focus on architecture patterns.'",[22,7374,7375],{},"In browser wars, Skills counters OpenAI's Atlas, Perplexity's Comet, and Dia by embedding reusable AI deeper into daily browsing, not just chat. For AI product builders, prototype prompt chains here before coding agents—test across real web contexts fast.",{"title":103,"searchDepth":104,"depth":104,"links":7377},[7378,7379],{"id":7358,"depth":104,"text":7359},{"id":7368,"depth":104,"text":7369},[200],{"content_references":7382,"triage":7401},[7383,7385,7388,7391,7394,7398],{"type":117,"title":7384,"author":7143,"context":120},"Atlas",{"type":117,"title":7386,"author":7387,"context":120},"Comet","Perplexity",{"type":117,"title":7389,"author":7390,"context":120},"Dia","The Browser Company",{"type":7221,"title":7392,"url":7393,"context":7319},"Google is launching a Gemini integration in Chrome","https:\u002F\u002Ftechcrunch.com\u002F2025\u002F05\u002F20\u002Fgoogle-is-launching-a-gemini-integration-in-chrome\u002F",{"type":7395,"title":7396,"url":7397,"context":120},"event","StrictlyVC San Francisco 2026","https:\u002F\u002Ftechcrunch.com\u002Fevents\u002Fstrictlyvc-san-francisco-2026\u002F",{"type":7395,"title":7399,"url":7400,"context":120},"TC Disrupt 2026","https:\u002F\u002Ftechcrunch.com\u002Fevents\u002Ftc-disrupt-2026\u002F",{"relevance":7145,"novelty":126,"quality":126,"actionability":126,"composite":7224,"reasoning":7402},"Category: AI & LLMs. The article discusses a new feature in Chrome that allows users to create reusable AI prompts, which directly addresses the needs of AI product builders looking for practical applications of AI in their workflows. It provides specific examples of how to use the feature, making it actionable for developers and product builders.","\u002Fsummaries\u002Fae2728d9ff72c126-chrome-skills-reuse-ai-prompts-across-web-pages-summary","2026-04-14 17:00:00","2026-04-15 15:39:36",{"title":7348,"description":103},{"loc":7403},"ae2728d9ff72c126","TechCrunch AI","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F04\u002F14\u002Fgoogle-adds-ai-skills-to-chrome-to-help-you-save-favorite-workflows\u002F","summaries\u002Fae2728d9ff72c126-chrome-skills-reuse-ai-prompts-across-web-pages-summary",[144,143,142],"Google's Chrome Skills lets you save Gemini prompts as reusable 'Skills' for tasks like recipe tweaks or doc summaries, accessible via \u002F or + on any page—rolling out now to US English desktop users.",[],"peCH3ujpcbECqKXXDTASfCUYaPz_ldKpJ8F46--ITWM"]