[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-aa67bf587bd0c123-chatgpt-basics-prompts-use-cases-voice-mode-summary":3,"summaries-facets-categories":93,"summary-related-aa67bf587bd0c123-chatgpt-basics-prompts-use-cases-voice-mode-summary":6997},{"id":4,"title":5,"ai":6,"body":13,"categories":51,"created_at":53,"date_modified":53,"description":45,"extension":54,"faq":53,"featured":55,"kicker_label":53,"meta":56,"navigation":76,"path":77,"published_at":53,"question":53,"scraped_at":78,"seo":79,"sitemap":80,"source_id":81,"source_name":82,"source_type":83,"source_url":84,"stem":85,"tags":86,"thumbnail_url":53,"tldr":90,"tweet":53,"unknown_tags":91,"__hash__":92},"summaries\u002Fsummaries\u002Faa67bf587bd0c123-chatgpt-basics-prompts-use-cases-voice-mode-summary.md","ChatGPT Basics: Prompts, Use Cases, Voice Mode",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",6326,1470,8147,0.00149335,{"type":14,"value":15,"toc":44},"minimark",[16,21,30,34,37,41],[17,18,20],"h2",{"id":19},"launching-conversations-with-precise-prompts","Launching Conversations with Precise Prompts",[22,23,24,25,29],"p",{},"ChatGPT processes natural language prompts—text, images, audio, or files—to generate helpful, human-like responses in real time, powered by large language models. Begin by typing a prompt in the interface's input field; a new chat starts automatically. For immediate value, use this customizable prompt: \"Tell me how I can use ChatGPT to make my life easier. I’m a ",[26,27,28],"span",{},"your job or description",". Give me 5 things I can do right now, and a prompt for each one.\" Follow up with refinements or questions to iterate, building context over multiple exchanges. This approach reveals personalized applications instantly, turning vague curiosity into actionable ideas.",[17,31,33],{"id":32},"identifying-high-impact-use-cases","Identifying High-Impact Use Cases",[22,35,36],{},"Prioritize tasks mimicking chat flows: writing drafts, brainstorming, summarizing long content, polishing rough notes, or reasoning through problems. These yield fast benefits—faster first drafts, clearer thinking, less blank-page paralysis—without high risk. Scale to stronger fits: frequent, multi-step processes needing sustained context. Transition one-off prompts into repeatable systems using Projects for material organization, custom GPTs for consistent instructions, or Skills for workflows. Rule of thumb: Track repeated actions in simple chats, then structure them for speed, consistency, and quality gains.",[17,38,40],{"id":39},"accelerating-with-voice-features","Accelerating with Voice Features",[22,42,43],{},"Voice Mode enables two-way, real-time spoken conversations—speak a query, hear ChatGPT reply aloud—for hands-free brainstorming, multitasking drafts, or presentation practice. Dictation converts speech to editable text in the input field. Access via chat window icons; audio\u002Fvideo clips and transcriptions save in history as long as the chat persists. This cuts typing time, boosts accessibility, and fits mobile or busy scenarios, like dictating meeting notes for instant summaries.",{"title":45,"searchDepth":46,"depth":46,"links":47},"",2,[48,49,50],{"id":19,"depth":46,"text":20},{"id":32,"depth":46,"text":33},{"id":39,"depth":46,"text":40},[52],"AI & LLMs",null,"md",false,{"content_references":57,"triage":70},[58,63,67],{"type":59,"title":60,"url":61,"context":62},"other","What is AI","https:\u002F\u002Fopenai.com\u002Facademy\u002Fwhat-is-ai\u002F","mentioned",{"type":59,"title":64,"url":65,"context":66},"Prompting fundamentals","https:\u002F\u002Fopenai.com\u002Facademy\u002Fprompting\u002F","recommended",{"type":59,"title":68,"url":69,"context":66},"Voice Mode FAQ","https:\u002F\u002Fhelp.openai.com\u002Farticles\u002F8400625-voice-mode-faq",{"relevance":71,"novelty":72,"quality":73,"actionability":73,"composite":74,"reasoning":75},5,3,4,4.15,"Category: AI & LLMs. The article provides practical insights on using ChatGPT effectively, addressing the audience's need for actionable AI integration in their workflows. It includes specific examples of prompts and use cases, making it directly applicable for developers and product builders.",true,"\u002Fsummaries\u002Faa67bf587bd0c123-chatgpt-basics-prompts-use-cases-voice-mode-summary","2026-04-16 03:19:02",{"title":5,"description":45},{"loc":77},"aa67bf587bd0c123","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Facademy\u002Fgetting-started","summaries\u002Faa67bf587bd0c123-chatgpt-basics-prompts-use-cases-voice-mode-summary",[87,88,89],"llm","prompt-engineering","ai-tools","Enter clear prompts to converse with ChatGPT, target chat-like tasks like drafting or brainstorming for quick wins, then scale to repeatable workflows; use Voice Mode for real-time talk or Dictation for text conversion.",[],"iN6oRI37YU6_aImBgAxTaWEoqeYr7lHWZpiGZdUa43I",[94,96,99,101,104,106,109,112,114,116,118,120,123,125,127,129,131,134,136,138,140,142,145,148,150,152,154,156,158,160,162,164,166,168,170,172,174,176,178,180,182,184,186,188,190,192,194,197,199,201,203,205,207,209,211,213,215,217,219,221,223,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,267,269,271,273,275,277,279,281,283,285,287,289,291,293,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,361,363,365,367,369,371,373,375,377,379,381,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,417,419,421,423,425,427,429,431,433,435,437,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,499,501,503,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,545,547,549,551,553,555,557,559,561,563,565,567,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,857,859,861,863,865,868,870,872,874,876,878,880,882,884,886,888,890,892,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995],{"categories":95},[52],{"categories":97},[98],"Developer Productivity",{"categories":100},[52],{"categories":102},[103],"Business & SaaS",{"categories":105},[52],{"categories":107},[108],"AI Automation",{"categories":110},[111],"Product Strategy",{"categories":113},[108],{"categories":115},[52],{"categories":117},[98],{"categories":119},[108],{"categories":121},[122],"Software Engineering",{"categories":124},[52],{"categories":126},[103],{"categories":128},[],{"categories":130},[52],{"categories":132},[133],"Inference & Serving",{"categories":135},[52],{"categories":137},[52],{"categories":139},[108],{"categories":141},[],{"categories":143},[144],"AI News & Trends",{"categories":146},[147],"Data Science & Visualization",{"categories":149},[108],{"categories":151},[52],{"categories":153},[52],{"categories":155},[103],{"categories":157},[98],{"categories":159},[52],{"categories":161},[108],{"categories":163},[144],{"categories":165},[52],{"categories":167},[108],{"categories":169},[108],{"categories":171},[52],{"categories":173},[52],{"categories":175},[108],{"categories":177},[52],{"categories":179},[52],{"categories":181},[52],{"categories":183},[108],{"categories":185},[144],{"categories":187},[52],{"categories":189},[52],{"categories":191},[52],{"categories":193},[],{"categories":195},[196],"Design & Frontend",{"categories":198},[147],{"categories":200},[144],{"categories":202},[52],{"categories":204},[52],{"categories":206},[52],{"categories":208},[],{"categories":210},[52],{"categories":212},[52],{"categories":214},[108],{"categories":216},[122],{"categories":218},[52],{"categories":220},[108],{"categories":222},[52],{"categories":224},[225],"Marketing & Growth",{"categories":227},[196],{"categories":229},[52],{"categories":231},[108],{"categories":233},[52],{"categories":235},[52],{"categories":237},[122],{"categories":239},[52],{"categories":241},[],{"categories":243},[],{"categories":245},[196],{"categories":247},[52],{"categories":249},[108],{"categories":251},[98],{"categories":253},[122],{"categories":255},[108],{"categories":257},[196],{"categories":259},[111],{"categories":261},[52],{"categories":263},[122],{"categories":265},[266],"DevOps & Cloud",{"categories":268},[108],{"categories":270},[111],{"categories":272},[144],{"categories":274},[52],{"categories":276},[],{"categories":278},[52],{"categories":280},[52],{"categories":282},[],{"categories":284},[108],{"categories":286},[122],{"categories":288},[],{"categories":290},[122],{"categories":292},[52],{"categories":294},[295],"Governance & Standards",{"categories":297},[103],{"categories":299},[],{"categories":301},[],{"categories":303},[52],{"categories":305},[52],{"categories":307},[108],{"categories":309},[52],{"categories":311},[52],{"categories":313},[108],{"categories":315},[52],{"categories":317},[52],{"categories":319},[52],{"categories":321},[],{"categories":323},[122],{"categories":325},[],{"categories":327},[],{"categories":329},[52],{"categories":331},[122],{"categories":333},[],{"categories":335},[122],{"categories":337},[52],{"categories":339},[52],{"categories":341},[225],{"categories":343},[52],{"categories":345},[52],{"categories":347},[52],{"categories":349},[196],{"categories":351},[196],{"categories":353},[52],{"categories":355},[122],{"categories":357},[108],{"categories":359},[360],"GovTech & Public-Sector Adoption",{"categories":362},[122],{"categories":364},[52],{"categories":366},[52],{"categories":368},[52],{"categories":370},[108],{"categories":372},[108],{"categories":374},[147],{"categories":376},[52],{"categories":378},[144],{"categories":380},[108],{"categories":382},[383],"Legal AI Tools",{"categories":385},[52],{"categories":387},[108],{"categories":389},[52],{"categories":391},[225],{"categories":393},[108],{"categories":395},[111],{"categories":397},[52],{"categories":399},[122],{"categories":401},[360],{"categories":403},[],{"categories":405},[108],{"categories":407},[],{"categories":409},[103],{"categories":411},[108],{"categories":413},[108],{"categories":415},[416],"RAG & Retrieval",{"categories":418},[103],{"categories":420},[52],{"categories":422},[122],{"categories":424},[122],{"categories":426},[266],{"categories":428},[196],{"categories":430},[108],{"categories":432},[52],{"categories":434},[52],{"categories":436},[],{"categories":438},[439],"Agents & Orchestration",{"categories":441},[122],{"categories":443},[52],{"categories":445},[],{"categories":447},[108],{"categories":449},[103],{"categories":451},[],{"categories":453},[52],{"categories":455},[],{"categories":457},[52],{"categories":459},[98],{"categories":461},[122],{"categories":463},[103],{"categories":465},[52],{"categories":467},[108],{"categories":469},[52],{"categories":471},[144],{"categories":473},[52],{"categories":475},[],{"categories":477},[52],{"categories":479},[],{"categories":481},[52],{"categories":483},[122],{"categories":485},[52],{"categories":487},[108],{"categories":489},[147],{"categories":491},[],{"categories":493},[52],{"categories":495},[196],{"categories":497},[498],"Models & Frontier Labs",{"categories":500},[],{"categories":502},[196],{"categories":504},[505],"Regulation & Governance of AI",{"categories":507},[111],{"categories":509},[108],{"categories":511},[],{"categories":513},[52],{"categories":515},[52],{"categories":517},[108],{"categories":519},[108],{"categories":521},[144],{"categories":523},[52],{"categories":525},[103],{"categories":527},[52],{"categories":529},[108],{"categories":531},[],{"categories":533},[122],{"categories":535},[108],{"categories":537},[52],{"categories":539},[111],{"categories":541},[52],{"categories":543},[544],"AI Policy & Regulation",{"categories":546},[],{"categories":548},[52],{"categories":550},[108],{"categories":552},[111],{"categories":554},[108],{"categories":556},[52],{"categories":558},[52],{"categories":560},[52],{"categories":562},[108],{"categories":564},[],{"categories":566},[147],{"categories":568},[569],"Evals & Reliability",{"categories":571},[52],{"categories":573},[52],{"categories":575},[],{"categories":577},[98],{"categories":579},[360],{"categories":581},[544],{"categories":583},[52],{"categories":585},[103],{"categories":587},[52],{"categories":589},[108],{"categories":591},[52],{"categories":593},[108],{"categories":595},[439],{"categories":597},[52],{"categories":599},[122],{"categories":601},[52],{"categories":603},[],{"categories":605},[196],{"categories":607},[],{"categories":609},[52],{"categories":611},[360],{"categories":613},[52],{"categories":615},[52],{"categories":617},[52],{"categories":619},[],{"categories":621},[52],{"categories":623},[196],{"categories":625},[122],{"categories":627},[],{"categories":629},[52],{"categories":631},[],{"categories":633},[108],{"categories":635},[52],{"categories":637},[196],{"categories":639},[],{"categories":641},[52],{"categories":643},[52],{"categories":645},[147],{"categories":647},[108],{"categories":649},[52],{"categories":651},[103],{"categories":653},[108],{"categories":655},[52],{"categories":657},[52],{"categories":659},[122],{"categories":661},[196],{"categories":663},[52],{"categories":665},[108],{"categories":667},[],{"categories":669},[122],{"categories":671},[108],{"categories":673},[147],{"categories":675},[],{"categories":677},[52],{"categories":679},[144],{"categories":681},[52],{"categories":683},[],{"categories":685},[52],{"categories":687},[52],{"categories":689},[52],{"categories":691},[103,225],{"categories":693},[],{"categories":695},[122],{"categories":697},[52],{"categories":699},[52],{"categories":701},[108],{"categories":703},[52],{"categories":705},[],{"categories":707},[],{"categories":709},[52],{"categories":711},[196],{"categories":713},[52],{"categories":715},[],{"categories":717},[52],{"categories":719},[266],{"categories":721},[],{"categories":723},[108],{"categories":725},[144],{"categories":727},[52],{"categories":729},[52],{"categories":731},[196],{"categories":733},[],{"categories":735},[144],{"categories":737},[52],{"categories":739},[133],{"categories":741},[52],{"categories":743},[52],{"categories":745},[108],{"categories":747},[144],{"categories":749},[498],{"categories":751},[52],{"categories":753},[225],{"categories":755},[],{"categories":757},[108],{"categories":759},[103],{"categories":761},[122],{"categories":763},[52],{"categories":765},[108],{"categories":767},[],{"categories":769},[52,266],{"categories":771},[52],{"categories":773},[52],{"categories":775},[52],{"categories":777},[108],{"categories":779},[52,122],{"categories":781},[147],{"categories":783},[52],{"categories":785},[52],{"categories":787},[52],{"categories":789},[122],{"categories":791},[52],{"categories":793},[108],{"categories":795},[108],{"categories":797},[544],{"categories":799},[225],{"categories":801},[52],{"categories":803},[108],{"categories":805},[52],{"categories":807},[52],{"categories":809},[108],{"categories":811},[],{"categories":813},[108],{"categories":815},[52],{"categories":817},[52],{"categories":819},[108],{"categories":821},[52],{"categories":823},[52,103],{"categories":825},[52],{"categories":827},[103],{"categories":829},[],{"categories":831},[196],{"categories":833},[196],{"categories":835},[52],{"categories":837},[],{"categories":839},[],{"categories":841},[52],{"categories":843},[144],{"categories":845},[],{"categories":847},[98],{"categories":849},[52],{"categories":851},[122],{"categories":853},[52],{"categories":855},[856],"Generative UI & Design-to-Code",{"categories":858},[52],{"categories":860},[52],{"categories":862},[196],{"categories":864},[52],{"categories":866},[867],"Algorithmic Accountability",{"categories":869},[108],{"categories":871},[122],{"categories":873},[144],{"categories":875},[196],{"categories":877},[52],{"categories":879},[],{"categories":881},[111],{"categories":883},[52],{"categories":885},[52],{"categories":887},[52],{"categories":889},[52],{"categories":891},[108],{"categories":893},[894],"MLOps & Infrastructure",{"categories":896},[52],{"categories":898},[52],{"categories":900},[52],{"categories":902},[52],{"categories":904},[52],{"categories":906},[122],{"categories":908},[144],{"categories":910},[52],{"categories":912},[111],{"categories":914},[98],{"categories":916},[52],{"categories":918},[108],{"categories":920},[266],{"categories":922},[52],{"categories":924},[103],{"categories":926},[52],{"categories":928},[196],{"categories":930},[52],{"categories":932},[52],{"categories":934},[108],{"categories":936},[],{"categories":938},[],{"categories":940},[52],{"categories":942},[133],{"categories":944},[196],{"categories":946},[144],{"categories":948},[147],{"categories":950},[],{"categories":952},[52],{"categories":954},[52],{"categories":956},[103],{"categories":958},[108],{"categories":960},[52],{"categories":962},[52],{"categories":964},[52],{"categories":966},[52],{"categories":968},[144],{"categories":970},[133],{"categories":972},[52],{"categories":974},[196],{"categories":976},[52],{"categories":978},[],{"categories":980},[108],{"categories":982},[122],{"categories":984},[],{"categories":986},[52],{"categories":988},[52],{"categories":990},[108],{"categories":992},[122],{"categories":994},[52],{"categories":996},[147],{"categories":998},[196],{"categories":1000},[],{"categories":1002},[52],{"categories":1004},[],{"categories":1006},[52],{"categories":1008},[],{"categories":1010},[52],{"categories":1012},[52],{"categories":1014},[111],{"categories":1016},[103],{"categories":1018},[108],{"categories":1020},[108],{"categories":1022},[],{"categories":1024},[52],{"categories":1026},[98],{"categories":1028},[52],{"categories":1030},[52],{"categories":1032},[103],{"categories":1034},[144],{"categories":1036},[98],{"categories":1038},[],{"categories":1040},[52],{"categories":1042},[],{"categories":1044},[52],{"categories":1046},[],{"categories":1048},[144],{"categories":1050},[144],{"categories":1052},[],{"categories":1054},[439],{"categories":1056},[52],{"categories":1058},[196],{"categories":1060},[122],{"categories":1062},[],{"categories":1064},[383],{"categories":1066},[108],{"categories":1068},[103],{"categories":1070},[],{"categories":1072},[],{"categories":1074},[98],{"categories":1076},[147],{"categories":1078},[],{"categories":1080},[225],{"categories":1082},[108],{"categories":1084},[103],{"categories":1086},[108],{"categories":1088},[52],{"categories":1090},[103],{"categories":1092},[52],{"categories":1094},[122],{"categories":1096},[],{"categories":1098},[133],{"categories":1100},[111],{"categories":1102},[52],{"categories":1104},[196],{"categories":1106},[122],{"categories":1108},[103],{"categories":1110},[52],{"categories":1112},[122],{"categories":1114},[52],{"categories":1116},[108],{"categories":1118},[103],{"categories":1120},[52],{"categories":1122},[52],{"categories":1124},[52],{"categories":1126},[52],{"categories":1128},[52],{"categories":1130},[],{"categories":1132},[],{"categories":1134},[122],{"categories":1136},[147],{"categories":1138},[111],{"categories":1140},[52],{"categories":1142},[108],{"categories":1144},[122],{"categories":1146},[122],{"categories":1148},[52],{"categories":1150},[],{"categories":1152},[144],{"categories":1154},[111],{"categories":1156},[111],{"categories":1158},[122],{"categories":1160},[52],{"categories":1162},[569],{"categories":1164},[266],{"categories":1166},[],{"categories":1168},[108],{"categories":1170},[52],{"categories":1172},[],{"categories":1174},[98],{"categories":1176},[],{"categories":1178},[52],{"categories":1180},[52],{"categories":1182},[52],{"categories":1184},[196],{"categories":1186},[225],{"categories":1188},[52],{"categories":1190},[122],{"categories":1192},[52],{"categories":1194},[108],{"categories":1196},[],{"categories":1198},[122],{"categories":1200},[52],{"categories":1202},[98],{"categories":1204},[],{"categories":1206},[103],{"categories":1208},[52],{"categories":1210},[52],{"categories":1212},[144],{"categories":1214},[52,266],{"categories":1216},[52],{"categories":1218},[1219],"Design Systems for AI",{"categories":1221},[52],{"categories":1223},[52],{"categories":1225},[144],{"categories":1227},[52],{"categories":1229},[52],{"categories":1231},[52],{"categories":1233},[103],{"categories":1235},[52],{"categories":1237},[52],{"categories":1239},[52],{"categories":1241},[],{"categories":1243},[52],{"categories":1245},[52],{"categories":1247},[103],{"categories":1249},[52],{"categories":1251},[],{"categories":1253},[108],{"categories":1255},[108],{"categories":1257},[122],{"categories":1259},[144],{"categories":1261},[122],{"categories":1263},[52],{"categories":1265},[196],{"categories":1267},[144],{"categories":1269},[147],{"categories":1271},[52],{"categories":1273},[52],{"categories":1275},[108],{"categories":1277},[98],{"categories":1279},[544],{"categories":1281},[52],{"categories":1283},[108],{"categories":1285},[52],{"categories":1287},[122],{"categories":1289},[122],{"categories":1291},[],{"categories":1293},[],{"categories":1295},[52],{"categories":1297},[108],{"categories":1299},[111],{"categories":1301},[],{"categories":1303},[103],{"categories":1305},[52],{"categories":1307},[],{"categories":1309},[196],{"categories":1311},[122],{"categories":1313},[108],{"categories":1315},[122],{"categories":1317},[196],{"categories":1319},[52],{"categories":1321},[52],{"categories":1323},[196],{"categories":1325},[],{"categories":1327},[],{"categories":1329},[144],{"categories":1331},[108],{"categories":1333},[108],{"categories":1335},[52],{"categories":1337},[52],{"categories":1339},[52],{"categories":1341},[52],{"categories":1343},[103],{"categories":1345},[52],{"categories":1347},[52],{"categories":1349},[],{"categories":1351},[122],{"categories":1353},[122],{"categories":1355},[52],{"categories":1357},[122],{"categories":1359},[103],{"categories":1361},[],{"categories":1363},[52],{"categories":1365},[52],{"categories":1367},[52],{"categories":1369},[52],{"categories":1371},[52],{"categories":1373},[108],{"categories":1375},[98],{"categories":1377},[103],{"categories":1379},[52],{"categories":1381},[108],{"categories":1383},[144],{"categories":1385},[108],{"categories":1387},[133],{"categories":1389},[225],{"categories":1391},[52],{"categories":1393},[108],{"categories":1395},[52],{"categories":1397},[52],{"categories":1399},[52],{"categories":1401},[],{"categories":1403},[196],{"categories":1405},[],{"categories":1407},[52],{"categories":1409},[52],{"categories":1411},[],{"categories":1413},[52],{"categories":1415},[122],{"categories":1417},[103],{"categories":1419},[1420],"Visual & Generative Media",{"categories":1422},[108],{"categories":1424},[],{"categories":1426},[52],{"categories":1428},[52],{"categories":1430},[122],{"categories":1432},[266],{"categories":1434},[52],{"categories":1436},[147],{"categories":1438},[544],{"categories":1440},[122],{"categories":1442},[225],{"categories":1444},[52],{"categories":1446},[196],{"categories":1448},[52],{"categories":1450},[52],{"categories":1452},[122],{"categories":1454},[108],{"categories":1456},[52],{"categories":1458},[],{"categories":1460},[],{"categories":1462},[108],{"categories":1464},[122],{"categories":1466},[98],{"categories":1468},[108],{"categories":1470},[498],{"categories":1472},[52],{"categories":1474},[111],{"categories":1476},[52],{"categories":1478},[103],{"categories":1480},[],{"categories":1482},[52],{"categories":1484},[111],{"categories":1486},[52],{"categories":1488},[52],{"categories":1490},[52],{"categories":1492},[111],{"categories":1494},[52],{"categories":1496},[52],{"categories":1498},[225],{"categories":1500},[52],{"categories":1502},[439],{"categories":1504},[52],{"categories":1506},[108],{"categories":1508},[52],{"categories":1510},[52],{"categories":1512},[52],{"categories":1514},[52],{"categories":1516},[196],{"categories":1518},[108],{"categories":1520},[],{"categories":1522},[108],{"categories":1524},[],{"categories":1526},[266],{"categories":1528},[122],{"categories":1530},[],{"categories":1532},[498],{"categories":1534},[52],{"categories":1536},[108],{"categories":1538},[108],{"categories":1540},[52],{"categories":1542},[196,52],{"categories":1544},[98],{"categories":1546},[52],{"categories":1548},[196],{"categories":1550},[],{"categories":1552},[52],{"categories":1554},[98],{"categories":1556},[52],{"categories":1558},[1559],"Medical Imaging & Radiology",{"categories":1561},[52],{"categories":1563},[52],{"categories":1565},[52],{"categories":1567},[196],{"categories":1569},[108],{"categories":1571},[122],{"categories":1573},[],{"categories":1575},[52],{"categories":1577},[52],{"categories":1579},[52],{"categories":1581},[],{"categories":1583},[],{"categories":1585},[52],{"categories":1587},[52],{"categories":1589},[439],{"categories":1591},[52],{"categories":1593},[98],{"categories":1595},[52],{"categories":1597},[52],{"categories":1599},[],{"categories":1601},[108],{"categories":1603},[52],{"categories":1605},[111],{"categories":1607},[122],{"categories":1609},[52],{"categories":1611},[108],{"categories":1613},[439],{"categories":1615},[52],{"categories":1617},[108],{"categories":1619},[52],{"categories":1621},[52],{"categories":1623},[52],{"categories":1625},[196],{"categories":1627},[108],{"categories":1629},[266],{"categories":1631},[196],{"categories":1633},[103],{"categories":1635},[108],{"categories":1637},[144],{"categories":1639},[52],{"categories":1641},[52],{"categories":1643},[111],{"categories":1645},[52],{"categories":1647},[52],{"categories":1649},[52],{"categories":1651},[52],{"categories":1653},[108],{"categories":1655},[52],{"categories":1657},[122],{"categories":1659},[122],{"categories":1661},[52],{"categories":1663},[111],{"categories":1665},[],{"categories":1667},[144],{"categories":1669},[],{"categories":1671},[111],{"categories":1673},[108],{"categories":1675},[52],{"categories":1677},[108],{"categories":1679},[1219],{"categories":1681},[1219],{"categories":1683},[196],{"categories":1685},[52],{"categories":1687},[52],{"categories":1689},[52],{"categories":1691},[108],{"categories":1693},[122],{"categories":1695},[196],{"categories":1697},[108],{"categories":1699},[144],{"categories":1701},[],{"categories":1703},[52],{"categories":1705},[],{"categories":1707},[52],{"categories":1709},[52],{"categories":1711},[52],{"categories":1713},[52],{"categories":1715},[108],{"categories":1717},[1718],"Contract Review & E-Discovery",{"categories":1720},[52],{"categories":1722},[196],{"categories":1724},[52],{"categories":1726},[98],{"categories":1728},[52],{"categories":1730},[144],{"categories":1732},[52],{"categories":1734},[52],{"categories":1736},[225],{"categories":1738},[122],{"categories":1740},[52],{"categories":1742},[52],{"categories":1744},[108],{"categories":1746},[108],{"categories":1748},[867],{"categories":1750},[52],{"categories":1752},[52],{"categories":1754},[108],{"categories":1756},[108],{"categories":1758},[52],{"categories":1760},[52],{"categories":1762},[52],{"categories":1764},[108],{"categories":1766},[52],{"categories":1768},[52],{"categories":1770},[439],{"categories":1772},[416],{"categories":1774},[52],{"categories":1776},[108],{"categories":1778},[52],{"categories":1780},[1781],"Law-Firm Practice & Adoption",{"categories":1783},[52],{"categories":1785},[108],{"categories":1787},[196],{"categories":1789},[52],{"categories":1791},[52],{"categories":1793},[52],{"categories":1795},[],{"categories":1797},[],{"categories":1799},[122],{"categories":1801},[52],{"categories":1803},[],{"categories":1805},[108],{"categories":1807},[98],{"categories":1809},[266],{"categories":1811},[52],{"categories":1813},[],{"categories":1815},[98],{"categories":1817},[103],{"categories":1819},[52],{"categories":1821},[225],{"categories":1823},[],{"categories":1825},[103],{"categories":1827},[108],{"categories":1829},[103],{"categories":1831},[],{"categories":1833},[52],{"categories":1835},[111],{"categories":1837},[52],{"categories":1839},[122],{"categories":1841},[],{"categories":1843},[],{"categories":1845},[],{"categories":1847},[],{"categories":1849},[52],{"categories":1851},[111],{"categories":1853},[108],{"categories":1855},[266],{"categories":1857},[52],{"categories":1859},[98],{"categories":1861},[122],{"categories":1863},[52],{"categories":1865},[52],{"categories":1867},[122],{"categories":1869},[111],{"categories":1871},[52],{"categories":1873},[52],{"categories":1875},[52],{"categories":1877},[894],{"categories":1879},[52],{"categories":1881},[122],{"categories":1883},[52],{"categories":1885},[225],{"categories":1887},[122],{"categories":1889},[103],{"categories":1891},[52],{"categories":1893},[52],{"categories":1895},[52],{"categories":1897},[196],{"categories":1899},[52],{"categories":1901},[52],{"categories":1903},[52],{"categories":1905},[52],{"categories":1907},[103],{"categories":1909},[108],{"categories":1911},[52,98],{"categories":1913},[439],{"categories":1915},[52],{"categories":1917},[52],{"categories":1919},[122],{"categories":1921},[122],{"categories":1923},[196],{"categories":1925},[108],{"categories":1927},[108],{"categories":1929},[122],{"categories":1931},[52],{"categories":1933},[52],{"categories":1935},[52],{"categories":1937},[],{"categories":1939},[],{"categories":1941},[52],{"categories":1943},[147],{"categories":1945},[52],{"categories":1947},[108],{"categories":1949},[],{"categories":1951},[52],{"categories":1953},[52],{"categories":1955},[122],{"categories":1957},[147],{"categories":1959},[144],{"categories":1961},[196],{"categories":1963},[52],{"categories":1965},[108],{"categories":1967},[52],{"categories":1969},[122],{"categories":1971},[],{"categories":1973},[108],{"categories":1975},[52],{"categories":1977},[52],{"categories":1979},[52],{"categories":1981},[52],{"categories":1983},[],{"categories":1985},[108],{"categories":1987},[52],{"categories":1989},[52],{"categories":1991},[52],{"categories":1993},[],{"categories":1995},[108],{"categories":1997},[52],{"categories":1999},[52],{"categories":2001},[103],{"categories":2003},[52],{"categories":2005},[52],{"categories":2007},[],{"categories":2009},[98],{"categories":2011},[52],{"categories":2013},[52],{"categories":2015},[52],{"categories":2017},[196],{"categories":2019},[52],{"categories":2021},[122],{"categories":2023},[52],{"categories":2025},[98],{"categories":2027},[52],{"categories":2029},[122],{"categories":2031},[225],{"categories":2033},[108],{"categories":2035},[108],{"categories":2037},[52],{"categories":2039},[52],{"categories":2041},[52,196],{"categories":2043},[52],{"categories":2045},[108],{"categories":2047},[144],{"categories":2049},[52],{"categories":2051},[144],{"categories":2053},[108],{"categories":2055},[196],{"categories":2057},[52],{"categories":2059},[],{"categories":2061},[122],{"categories":2063},[266],{"categories":2065},[196],{"categories":2067},[122],{"categories":2069},[52],{"categories":2071},[111],{"categories":2073},[52],{"categories":2075},[52],{"categories":2077},[108],{"categories":2079},[],{"categories":2081},[],{"categories":2083},[52],{"categories":2085},[],{"categories":2087},[],{"categories":2089},[111],{"categories":2091},[122],{"categories":2093},[52],{"categories":2095},[108],{"categories":2097},[108],{"categories":2099},[103],{"categories":2101},[108],{"categories":2103},[266],{"categories":2105},[52],{"categories":2107},[52],{"categories":2109},[52],{"categories":2111},[133],{"categories":2113},[52],{"categories":2115},[52],{"categories":2117},[52],{"categories":2119},[122],{"categories":2121},[108],{"categories":2123},[52],{"categories":2125},[52],{"categories":2127},[122],{"categories":2129},[383],{"categories":2131},[108],{"categories":2133},[867],{"categories":2135},[],{"categories":2137},[196],{"categories":2139},[1781],{"categories":2141},[122],{"categories":2143},[],{"categories":2145},[],{"categories":2147},[52],{"categories":2149},[108],{"categories":2151},[],{"categories":2153},[],{"categories":2155},[52],{"categories":2157},[225],{"categories":2159},[52],{"categories":2161},[225],{"categories":2163},[108],{"categories":2165},[52],{"categories":2167},[52],{"categories":2169},[122],{"categories":2171},[111],{"categories":2173},[],{"categories":2175},[52],{"categories":2177},[52],{"categories":2179},[122],{"categories":2181},[1718],{"categories":2183},[196],{"categories":2185},[196],{"categories":2187},[52],{"categories":2189},[108],{"categories":2191},[98],{"categories":2193},[52],{"categories":2195},[52],{"categories":2197},[52],{"categories":2199},[52],{"categories":2201},[196],{"categories":2203},[196],{"categories":2205},[108],{"categories":2207},[108],{"categories":2209},[108],{"categories":2211},[52],{"categories":2213},[52],{"categories":2215},[],{"categories":2217},[52],{"categories":2219},[],{"categories":2221},[2222],"Interaction & Product Design",{"categories":2224},[52],{"categories":2226},[108],{"categories":2228},[122],{"categories":2230},[295],{"categories":2232},[144],{"categories":2234},[122],{"categories":2236},[52],{"categories":2238},[52],{"categories":2240},[52],{"categories":2242},[122],{"categories":2244},[52],{"categories":2246},[98],{"categories":2248},[108],{"categories":2250},[52],{"categories":2252},[],{"categories":2254},[108],{"categories":2256},[108],{"categories":2258},[108],{"categories":2260},[],{"categories":2262},[122],{"categories":2264},[52],{"categories":2266},[108],{"categories":2268},[98],{"categories":2270},[2222],{"categories":2272},[52],{"categories":2274},[98],{"categories":2276},[98],{"categories":2278},[],{"categories":2280},[108],{"categories":2282},[122],{"categories":2284},[],{"categories":2286},[108],{"categories":2288},[144],{"categories":2290},[52],{"categories":2292},[108],{"categories":2294},[52],{"categories":2296},[108],{"categories":2298},[108],{"categories":2300},[52],{"categories":2302},[52],{"categories":2304},[144],{"categories":2306},[147],{"categories":2308},[52],{"categories":2310},[111],{"categories":2312},[122],{"categories":2314},[2315],"Coding Agents & Dev Productivity",{"categories":2317},[144],{"categories":2319},[196],{"categories":2321},[52],{"categories":2323},[52],{"categories":2325},[],{"categories":2327},[52],{"categories":2329},[867],{"categories":2331},[],{"categories":2333},[52],{"categories":2335},[52],{"categories":2337},[266],{"categories":2339},[52],{"categories":2341},[144],{"categories":2343},[],{"categories":2345},[],{"categories":2347},[52],{"categories":2349},[],{"categories":2351},[108],{"categories":2353},[52],{"categories":2355},[],{"categories":2357},[122],{"categories":2359},[122],{"categories":2361},[52],{"categories":2363},[147],{"categories":2365},[],{"categories":2367},[52],{"categories":2369},[52],{"categories":2371},[52],{"categories":2373},[147],{"categories":2375},[122],{"categories":2377},[108],{"categories":2379},[],{"categories":2381},[],{"categories":2383},[52],{"categories":2385},[52],{"categories":2387},[108],{"categories":2389},[108],{"categories":2391},[360],{"categories":2393},[122],{"categories":2395},[122],{"categories":2397},[108],{"categories":2399},[144],{"categories":2401},[144],{"categories":2403},[108],{"categories":2405},[108],{"categories":2407},[52],{"categories":2409},[98],{"categories":2411},[2222],{"categories":2413},[111],{"categories":2415},[52,266],{"categories":2417},[147],{"categories":2419},[],{"categories":2421},[196],{"categories":2423},[108],{"categories":2425},[122],{"categories":2427},[98],{"categories":2429},[52],{"categories":2431},[108],{"categories":2433},[2434],"The Designer's Role & Craft",{"categories":2436},[196],{"categories":2438},[],{"categories":2440},[108],{"categories":2442},[52],{"categories":2444},[108],{"categories":2446},[108],{"categories":2448},[52],{"categories":2450},[225],{"categories":2452},[52],{"categories":2454},[122],{"categories":2456},[52],{"categories":2458},[196],{"categories":2460},[52],{"categories":2462},[],{"categories":2464},[108],{"categories":2466},[196],{"categories":2468},[111],{"categories":2470},[52],{"categories":2472},[52],{"categories":2474},[52],{"categories":2476},[2477],"AI UX Patterns",{"categories":2479},[108],{"categories":2481},[108],{"categories":2483},[108],{"categories":2485},[108],{"categories":2487},[225],{"categories":2489},[147],{"categories":2491},[52],{"categories":2493},[108],{"categories":2495},[52],{"categories":2497},[1219],{"categories":2499},[],{"categories":2501},[225],{"categories":2503},[108],{"categories":2505},[144],{"categories":2507},[122],{"categories":2509},[52],{"categories":2511},[108],{"categories":2513},[],{"categories":2515},[],{"categories":2517},[52],{"categories":2519},[52],{"categories":2521},[108],{"categories":2523},[52],{"categories":2525},[108],{"categories":2527},[360],{"categories":2529},[196],{"categories":2531},[52],{"categories":2533},[144],{"categories":2535},[122],{"categories":2537},[52],{"categories":2539},[108],{"categories":2541},[108],{"categories":2543},[],{"categories":2545},[52],{"categories":2547},[],{"categories":2549},[52],{"categories":2551},[],{"categories":2553},[52],{"categories":2555},[52],{"categories":2557},[52],{"categories":2559},[108],{"categories":2561},[122],{"categories":2563},[],{"categories":2565},[],{"categories":2567},[147],{"categories":2569},[133],{"categories":2571},[52],{"categories":2573},[52],{"categories":2575},[52],{"categories":2577},[147],{"categories":2579},[52],{"categories":2581},[52],{"categories":2583},[144],{"categories":2585},[52],{"categories":2587},[52],{"categories":2589},[52],{"categories":2591},[108],{"categories":2593},[52],{"categories":2595},[108],{"categories":2597},[52],{"categories":2599},[52],{"categories":2601},[52],{"categories":2603},[108],{"categories":2605},[],{"categories":2607},[52],{"categories":2609},[],{"categories":2611},[52],{"categories":2613},[52],{"categories":2615},[266],{"categories":2617},[52],{"categories":2619},[],{"categories":2621},[],{"categories":2623},[196],{"categories":2625},[894],{"categories":2627},[108],{"categories":2629},[98],{"categories":2631},[2434],{"categories":2633},[],{"categories":2635},[],{"categories":2637},[52],{"categories":2639},[],{"categories":2641},[],{"categories":2643},[122],{"categories":2645},[144],{"categories":2647},[225],{"categories":2649},[108],{"categories":2651},[103],{"categories":2653},[52],{"categories":2655},[52],{"categories":2657},[103],{"categories":2659},[],{"categories":2661},[196],{"categories":2663},[111],{"categories":2665},[52],{"categories":2667},[52],{"categories":2669},[108],{"categories":2671},[103],{"categories":2673},[52],{"categories":2675},[52],{"categories":2677},[98],{"categories":2679},[52],{"categories":2681},[52],{"categories":2683},[],{"categories":2685},[98],{"categories":2687},[52],{"categories":2689},[225],{"categories":2691},[108],{"categories":2693},[144],{"categories":2695},[52],{"categories":2697},[122],{"categories":2699},[52],{"categories":2701},[52],{"categories":2703},[103],{"categories":2705},[52],{"categories":2707},[52],{"categories":2709},[52],{"categories":2711},[108],{"categories":2713},[52],{"categories":2715},[],{"categories":2717},[52],{"categories":2719},[122],{"categories":2721},[98],{"categories":2723},[52],{"categories":2725},[52],{"categories":2727},[52],{"categories":2729},[],{"categories":2731},[52],{"categories":2733},[439],{"categories":2735},[108],{"categories":2737},[103],{"categories":2739},[144],{"categories":2741},[52],{"categories":2743},[52],{"categories":2745},[],{"categories":2747},[103],{"categories":2749},[103],{"categories":2751},[52],{"categories":2753},[52],{"categories":2755},[111],{"categories":2757},[52],{"categories":2759},[52],{"categories":2761},[52],{"categories":2763},[52],{"categories":2765},[122],{"categories":2767},[122],{"categories":2769},[52],{"categories":2771},[],{"categories":2773},[122],{"categories":2775},[52],{"categories":2777},[122],{"categories":2779},[108],{"categories":2781},[544],{"categories":2783},[],{"categories":2785},[],{"categories":2787},[52],{"categories":2789},[144],{"categories":2791},[],{"categories":2793},[266],{"categories":2795},[52],{"categories":2797},[52],{"categories":2799},[52],{"categories":2801},[196],{"categories":2803},[856],{"categories":2805},[],{"categories":2807},[52],{"categories":2809},[52],{"categories":2811},[52],{"categories":2813},[122],{"categories":2815},[52],{"categories":2817},[52],{"categories":2819},[52,266],{"categories":2821},[52],{"categories":2823},[52],{"categories":2825},[196],{"categories":2827},[108],{"categories":2829},[],{"categories":2831},[108],{"categories":2833},[108],{"categories":2835},[52],{"categories":2837},[52],{"categories":2839},[52],{"categories":2841},[52],{"categories":2843},[147],{"categories":2845},[52],{"categories":2847},[2477],{"categories":2849},[98],{"categories":2851},[147],{"categories":2853},[98],{"categories":2855},[122],{"categories":2857},[196],{"categories":2859},[108],{"categories":2861},[52],{"categories":2863},[],{"categories":2865},[103],{"categories":2867},[52],{"categories":2869},[52],{"categories":2871},[144],{"categories":2873},[52],{"categories":2875},[52],{"categories":2877},[52],{"categories":2879},[108],{"categories":2881},[52],{"categories":2883},[52],{"categories":2885},[52],{"categories":2887},[103],{"categories":2889},[],{"categories":2891},[266],{"categories":2893},[52],{"categories":2895},[360],{"categories":2897},[196],{"categories":2899},[196],{"categories":2901},[122],{"categories":2903},[108],{"categories":2905},[52],{"categories":2907},[103],{"categories":2909},[144],{"categories":2911},[52],{"categories":2913},[52],{"categories":2915},[52],{"categories":2917},[196],{"categories":2919},[108],{"categories":2921},[108],{"categories":2923},[52],{"categories":2925},[52],{"categories":2927},[498],{"categories":2929},[108],{"categories":2931},[],{"categories":2933},[52],{"categories":2935},[52],{"categories":2937},[52],{"categories":2939},[],{"categories":2941},[],{"categories":2943},[52],{"categories":2945},[52],{"categories":2947},[108],{"categories":2949},[52],{"categories":2951},[52],{"categories":2953},[52],{"categories":2955},[122],{"categories":2957},[52],{"categories":2959},[52],{"categories":2961},[108],{"categories":2963},[52],{"categories":2965},[52],{"categories":2967},[52],{"categories":2969},[52],{"categories":2971},[52],{"categories":2973},[],{"categories":2975},[122],{"categories":2977},[147],{"categories":2979},[52],{"categories":2981},[108],{"categories":2983},[108],{"categories":2985},[52],{"categories":2987},[52],{"categories":2989},[],{"categories":2991},[],{"categories":2993},[52],{"categories":2995},[52],{"categories":2997},[52],{"categories":2999},[144],{"categories":3001},[147],{"categories":3003},[],{"categories":3005},[52],{"categories":3007},[196],{"categories":3009},[52],{"categories":3011},[266],{"categories":3013},[1781],{"categories":3015},[144],{"categories":3017},[122],{"categories":3019},[52],{"categories":3021},[122],{"categories":3023},[122],{"categories":3025},[52],{"categories":3027},[52],{"categories":3029},[122],{"categories":3031},[144],{"categories":3033},[144],{"categories":3035},[266],{"categories":3037},[108],{"categories":3039},[],{"categories":3041},[144],{"categories":3043},[52],{"categories":3045},[108],{"categories":3047},[98],{"categories":3049},[122],{"categories":3051},[52],{"categories":3053},[144],{"categories":3055},[],{"categories":3057},[52],{"categories":3059},[122],{"categories":3061},[122],{"categories":3063},[147],{"categories":3065},[52],{"categories":3067},[144],{"categories":3069},[52],{"categories":3071},[122],{"categories":3073},[108],{"categories":3075},[108],{"categories":3077},[144],{"categories":3079},[108],{"categories":3081},[266],{"categories":3083},[108],{"categories":3085},[52],{"categories":3087},[52],{"categories":3089},[52],{"categories":3091},[52],{"categories":3093},[122],{"categories":3095},[52],{"categories":3097},[],{"categories":3099},[108],{"categories":3101},[103],{"categories":3103},[122],{"categories":3105},[],{"categories":3107},[],{"categories":3109},[52],{"categories":3111},[108],{"categories":3113},[52],{"categories":3115},[52],{"categories":3117},[3118],"Frameworks & Tooling",{"categories":3120},[52],{"categories":3122},[52],{"categories":3124},[122],{"categories":3126},[52],{"categories":3128},[52],{"categories":3130},[],{"categories":3132},[147],{"categories":3134},[147],{"categories":3136},[98],{"categories":3138},[52],{"categories":3140},[108],{"categories":3142},[52],{"categories":3144},[196],{"categories":3146},[],{"categories":3148},[1781],{"categories":3150},[52],{"categories":3152},[122],{"categories":3154},[52],{"categories":3156},[266],{"categories":3158},[266],{"categories":3160},[],{"categories":3162},[108],{"categories":3164},[108],{"categories":3166},[52],{"categories":3168},[52],{"categories":3170},[144],{"categories":3172},[108],{"categories":3174},[144],{"categories":3176},[52],{"categories":3178},[108],{"categories":3180},[],{"categories":3182},[196],{"categories":3184},[52],{"categories":3186},[52],{"categories":3188},[],{"categories":3190},[52],{"categories":3192},[108],{"categories":3194},[52],{"categories":3196},[52],{"categories":3198},[52],{"categories":3200},[],{"categories":3202},[122],{"categories":3204},[52],{"categories":3206},[122],{"categories":3208},[266],{"categories":3210},[52],{"categories":3212},[52],{"categories":3214},[52],{"categories":3216},[122],{"categories":3218},[103],{"categories":3220},[52],{"categories":3222},[1781],{"categories":3224},[],{"categories":3226},[108],{"categories":3228},[98],{"categories":3230},[52],{"categories":3232},[98],{"categories":3234},[52],{"categories":3236},[],{"categories":3238},[108],{"categories":3240},[52],{"categories":3242},[52],{"categories":3244},[3245],"AI Design Tooling",{"categories":3247},[196],{"categories":3249},[52],{"categories":3251},[52],{"categories":3253},[122],{"categories":3255},[196],{"categories":3257},[52],{"categories":3259},[52],{"categories":3261},[122],{"categories":3263},[144],{"categories":3265},[111],{"categories":3267},[122],{"categories":3269},[52],{"categories":3271},[52],{"categories":3273},[52],{"categories":3275},[108],{"categories":3277},[52],{"categories":3279},[],{"categories":3281},[108],{"categories":3283},[52],{"categories":3285},[52],{"categories":3287},[108],{"categories":3289},[52],{"categories":3291},[52],{"categories":3293},[52],{"categories":3295},[108],{"categories":3297},[],{"categories":3299},[108],{"categories":3301},[3118],{"categories":3303},[52],{"categories":3305},[52],{"categories":3307},[108],{"categories":3309},[108],{"categories":3311},[122],{"categories":3313},[122],{"categories":3315},[52],{"categories":3317},[],{"categories":3319},[122],{"categories":3321},[52],{"categories":3323},[52],{"categories":3325},[108],{"categories":3327},[103],{"categories":3329},[52],{"categories":3331},[],{"categories":3333},[52],{"categories":3335},[52],{"categories":3337},[2222],{"categories":3339},[],{"categories":3341},[52],{"categories":3343},[52],{"categories":3345},[52],{"categories":3347},[52],{"categories":3349},[196],{"categories":3351},[52],{"categories":3353},[],{"categories":3355},[52],{"categories":3357},[52],{"categories":3359},[52],{"categories":3361},[52],{"categories":3363},[225],{"categories":3365},[144],{"categories":3367},[52],{"categories":3369},[52],{"categories":3371},[1781],{"categories":3373},[98],{"categories":3375},[52],{"categories":3377},[52],{"categories":3379},[147],{"categories":3381},[52],{"categories":3383},[52],{"categories":3385},[144],{"categories":3387},[108],{"categories":3389},[],{"categories":3391},[52],{"categories":3393},[52],{"categories":3395},[196],{"categories":3397},[52],{"categories":3399},[225],{"categories":3401},[108],{"categories":3403},[52],{"categories":3405},[108],{"categories":3407},[],{"categories":3409},[],{"categories":3411},[],{"categories":3413},[98],{"categories":3415},[144],{"categories":3417},[108],{"categories":3419},[52],{"categories":3421},[52],{"categories":3423},[52],{"categories":3425},[52],{"categories":3427},[383],{"categories":3429},[196],{"categories":3431},[108],{"categories":3433},[52],{"categories":3435},[],{"categories":3437},[108],{"categories":3439},[108],{"categories":3441},[],{"categories":3443},[52],{"categories":3445},[108],{"categories":3447},[52],{"categories":3449},[],{"categories":3451},[52],{"categories":3453},[52],{"categories":3455},[52],{"categories":3457},[144],{"categories":3459},[196],{"categories":3461},[108],{"categories":3463},[196],{"categories":3465},[108],{"categories":3467},[52],{"categories":3469},[103],{"categories":3471},[],{"categories":3473},[],{"categories":3475},[52],{"categories":3477},[52],{"categories":3479},[52],{"categories":3481},[98],{"categories":3483},[108],{"categories":3485},[144],{"categories":3487},[],{"categories":3489},[196],{"categories":3491},[],{"categories":3493},[122],{"categories":3495},[52],{"categories":3497},[122],{"categories":3499},[196],{"categories":3501},[122],{"categories":3503},[52],{"categories":3505},[],{"categories":3507},[52],{"categories":3509},[52],{"categories":3511},[],{"categories":3513},[52],{"categories":3515},[52],{"categories":3517},[225],{"categories":3519},[52],{"categories":3521},[52],{"categories":3523},[266],{"categories":3525},[122],{"categories":3527},[52],{"categories":3529},[],{"categories":3531},[108],{"categories":3533},[52],{"categories":3535},[98],{"categories":3537},[498],{"categories":3539},[52],{"categories":3541},[52],{"categories":3543},[108],{"categories":3545},[52],{"categories":3547},[108],{"categories":3549},[52],{"categories":3551},[52],{"categories":3553},[52],{"categories":3555},[52],{"categories":3557},[],{"categories":3559},[52],{"categories":3561},[98],{"categories":3563},[52],{"categories":3565},[103],{"categories":3567},[122],{"categories":3569},[196],{"categories":3571},[],{"categories":3573},[52],{"categories":3575},[],{"categories":3577},[108],{"categories":3579},[52],{"categories":3581},[],{"categories":3583},[108],{"categories":3585},[52],{"categories":3587},[122],{"categories":3589},[196],{"categories":3591},[144],{"categories":3593},[52],{"categories":3595},[144],{"categories":3597},[108],{"categories":3599},[196],{"categories":3601},[52],{"categories":3603},[],{"categories":3605},[52],{"categories":3607},[133],{"categories":3609},[108],{"categories":3611},[52],{"categories":3613},[196],{"categories":3615},[144],{"categories":3617},[103],{"categories":3619},[122],{"categories":3621},[52],{"categories":3623},[52],{"categories":3625},[52],{"categories":3627},[52],{"categories":3629},[144],{"categories":3631},[225],{"categories":3633},[],{"categories":3635},[],{"categories":3637},[147],{"categories":3639},[439],{"categories":3641},[52],{"categories":3643},[108],{"categories":3645},[52,122],{"categories":3647},[144],{"categories":3649},[52],{"categories":3651},[52],{"categories":3653},[52],{"categories":3655},[52],{"categories":3657},[52],{"categories":3659},[52],{"categories":3661},[52],{"categories":3663},[108],{"categories":3665},[52],{"categories":3667},[108],{"categories":3669},[52],{"categories":3671},[52],{"categories":3673},[52],{"categories":3675},[],{"categories":3677},[52],{"categories":3679},[1219],{"categories":3681},[122],{"categories":3683},[196],{"categories":3685},[52],{"categories":3687},[52],{"categories":3689},[52],{"categories":3691},[147],{"categories":3693},[108],{"categories":3695},[225],{"categories":3697},[266],{"categories":3699},[],{"categories":3701},[122],{"categories":3703},[52],{"categories":3705},[103],{"categories":3707},[108],{"categories":3709},[98],{"categories":3711},[108],{"categories":3713},[52],{"categories":3715},[108],{"categories":3717},[108],{"categories":3719},[111],{"categories":3721},[122],{"categories":3723},[52],{"categories":3725},[52],{"categories":3727},[],{"categories":3729},[],{"categories":3731},[],{"categories":3733},[266],{"categories":3735},[52],{"categories":3737},[144],{"categories":3739},[52],{"categories":3741},[52],{"categories":3743},[52],{"categories":3745},[52],{"categories":3747},[],{"categories":3749},[52],{"categories":3751},[147],{"categories":3753},[103],{"categories":3755},[108],{"categories":3757},[52],{"categories":3759},[],{"categories":3761},[52],{"categories":3763},[108],{"categories":3765},[52],{"categories":3767},[266],{"categories":3769},[],{"categories":3771},[196],{"categories":3773},[196],{"categories":3775},[52],{"categories":3777},[108],{"categories":3779},[],{"categories":3781},[122],{"categories":3783},[52],{"categories":3785},[196],{"categories":3787},[52],{"categories":3789},[103],{"categories":3791},[108],{"categories":3793},[52],{"categories":3795},[],{"categories":3797},[144],{"categories":3799},[52],{"categories":3801},[52],{"categories":3803},[52],{"categories":3805},[196],{"categories":3807},[108],{"categories":3809},[144],{"categories":3811},[],{"categories":3813},[108],{"categories":3815},[103],{"categories":3817},[108],{"categories":3819},[196],{"categories":3821},[52],{"categories":3823},[52],{"categories":3825},[52],{"categories":3827},[439],{"categories":3829},[52],{"categories":3831},[108],{"categories":3833},[],{"categories":3835},[52],{"categories":3837},[52],{"categories":3839},[266],{"categories":3841},[144],{"categories":3843},[147],{"categories":3845},[544],{"categories":3847},[147],{"categories":3849},[147],{"categories":3851},[52],{"categories":3853},[],{"categories":3855},[],{"categories":3857},[],{"categories":3859},[108],{"categories":3861},[52],{"categories":3863},[108],{"categories":3865},[108],{"categories":3867},[122],{"categories":3869},[52],{"categories":3871},[416],{"categories":3873},[122],{"categories":3875},[108],{"categories":3877},[52],{"categories":3879},[52],{"categories":3881},[52],{"categories":3883},[52],{"categories":3885},[52],{"categories":3887},[108],{"categories":3889},[52],{"categories":3891},[],{"categories":3893},[],{"categories":3895},[52],{"categories":3897},[],{"categories":3899},[52],{"categories":3901},[108],{"categories":3903},[196],{"categories":3905},[52],{"categories":3907},[52],{"categories":3909},[],{"categories":3911},[108],{"categories":3913},[52],{"categories":3915},[52],{"categories":3917},[111],{"categories":3919},[52],{"categories":3921},[196],{"categories":3923},[52],{"categories":3925},[108],{"categories":3927},[103],{"categories":3929},[52],{"categories":3931},[52],{"categories":3933},[225],{"categories":3935},[108],{"categories":3937},[52],{"categories":3939},[52],{"categories":3941},[856],{"categories":3943},[52],{"categories":3945},[108],{"categories":3947},[52],{"categories":3949},[122],{"categories":3951},[52],{"categories":3953},[498],{"categories":3955},[196],{"categories":3957},[],{"categories":3959},[52],{"categories":3961},[52],{"categories":3963},[144],{"categories":3965},[439],{"categories":3967},[108],{"categories":3969},[52],{"categories":3971},[],{"categories":3973},[144],{"categories":3975},[360],{"categories":3977},[108],{"categories":3979},[108],{"categories":3981},[108],{"categories":3983},[52],{"categories":3985},[52],{"categories":3987},[108],{"categories":3989},[],{"categories":3991},[103],{"categories":3993},[52],{"categories":3995},[103],{"categories":3997},[108],{"categories":3999},[],{"categories":4001},[122],{"categories":4003},[52],{"categories":4005},[52],{"categories":4007},[98],{"categories":4009},[52],{"categories":4011},[144],{"categories":4013},[266],{"categories":4015},[133],{"categories":4017},[108],{"categories":4019},[108],{"categories":4021},[52],{"categories":4023},[52],{"categories":4025},[108],{"categories":4027},[52],{"categories":4029},[98],{"categories":4031},[],{"categories":4033},[108],{"categories":4035},[52],{"categories":4037},[52],{"categories":4039},[52],{"categories":4041},[108],{"categories":4043},[52],{"categories":4045},[],{"categories":4047},[52],{"categories":4049},[],{"categories":4051},[196],{"categories":4053},[108],{"categories":4055},[52,103],{"categories":4057},[108],{"categories":4059},[52],{"categories":4061},[],{"categories":4063},[98],{"categories":4065},[147],{"categories":4067},[103],{"categories":4069},[52],{"categories":4071},[122],{"categories":4073},[52],{"categories":4075},[52],{"categories":4077},[108],{"categories":4079},[52],{"categories":4081},[52],{"categories":4083},[52],{"categories":4085},[144],{"categories":4087},[1219],{"categories":4089},[108],{"categories":4091},[52],{"categories":4093},[],{"categories":4095},[],{"categories":4097},[52],{"categories":4099},[108],{"categories":4101},[52],{"categories":4103},[52],{"categories":4105},[266],{"categories":4107},[],{"categories":4109},[52],{"categories":4111},[108],{"categories":4113},[133],{"categories":4115},[108],{"categories":4117},[439],{"categories":4119},[],{"categories":4121},[383],{"categories":4123},[108],{"categories":4125},[52],{"categories":4127},[52],{"categories":4129},[225],{"categories":4131},[108],{"categories":4133},[52],{"categories":4135},[147],{"categories":4137},[111],{"categories":4139},[108],{"categories":4141},[52],{"categories":4143},[439],{"categories":4145},[52],{"categories":4147},[266],{"categories":4149},[103],{"categories":4151},[],{"categories":4153},[52],{"categories":4155},[52],{"categories":4157},[225],{"categories":4159},[196],{"categories":4161},[52],{"categories":4163},[52],{"categories":4165},[52],{"categories":4167},[],{"categories":4169},[225],{"categories":4171},[144],{"categories":4173},[52],{"categories":4175},[52],{"categories":4177},[52],{"categories":4179},[544],{"categories":4181},[98],{"categories":4183},[52],{"categories":4185},[111],{"categories":4187},[52],{"categories":4189},[],{"categories":4191},[],{"categories":4193},[196],{"categories":4195},[52],{"categories":4197},[147],{"categories":4199},[225],{"categories":4201},[108],{"categories":4203},[52],{"categories":4205},[52],{"categories":4207},[225],{"categories":4209},[144],{"categories":4211},[52],{"categories":4213},[],{"categories":4215},[52],{"categories":4217},[52],{"categories":4219},[],{"categories":4221},[52],{"categories":4223},[52],{"categories":4225},[569],{"categories":4227},[52],{"categories":4229},[52],{"categories":4231},[108],{"categories":4233},[122],{"categories":4235},[439],{"categories":4237},[52],{"categories":4239},[52],{"categories":4241},[52],{"categories":4243},[],{"categories":4245},[52,122],{"categories":4247},[144],{"categories":4249},[108],{"categories":4251},[122],{"categories":4253},[108],{"categories":4255},[894],{"categories":4257},[122],{"categories":4259},[122],{"categories":4261},[108],{"categories":4263},[52],{"categories":4265},[98],{"categories":4267},[],{"categories":4269},[],{"categories":4271},[108],{"categories":4273},[52],{"categories":4275},[122],{"categories":4277},[52],{"categories":4279},[98],{"categories":4281},[122],{"categories":4283},[122],{"categories":4285},[52],{"categories":4287},[225],{"categories":4289},[52],{"categories":4291},[122],{"categories":4293},[52],{"categories":4295},[],{"categories":4297},[52],{"categories":4299},[52],{"categories":4301},[196,52],{"categories":4303},[266],{"categories":4305},[98],{"categories":4307},[52],{"categories":4309},[],{"categories":4311},[52],{"categories":4313},[52],{"categories":4315},[103],{"categories":4317},[52],{"categories":4319},[103],{"categories":4321},[52],{"categories":4323},[52],{"categories":4325},[360],{"categories":4327},[52],{"categories":4329},[103],{"categories":4331},[122],{"categories":4333},[147],{"categories":4335},[108],{"categories":4337},[52],{"categories":4339},[122],{"categories":4341},[52],{"categories":4343},[52],{"categories":4345},[144],{"categories":4347},[225],{"categories":4349},[196],{"categories":4351},[52],{"categories":4353},[52],{"categories":4355},[52],{"categories":4357},[52],{"categories":4359},[98],{"categories":4361},[52],{"categories":4363},[108],{"categories":4365},[108],{"categories":4367},[122],{"categories":4369},[144],{"categories":4371},[122],{"categories":4373},[122],{"categories":4375},[52],{"categories":4377},[52],{"categories":4379},[],{"categories":4381},[],{"categories":4383},[147],{"categories":4385},[52],{"categories":4387},[122],{"categories":4389},[52],{"categories":4391},[196],{"categories":4393},[439],{"categories":4395},[383],{"categories":4397},[360],{"categories":4399},[52],{"categories":4401},[52],{"categories":4403},[52],{"categories":4405},[147],{"categories":4407},[52],{"categories":4409},[52],{"categories":4411},[52],{"categories":4413},[52],{"categories":4415},[52],{"categories":4417},[52],{"categories":4419},[52],{"categories":4421},[108],{"categories":4423},[98],{"categories":4425},[108],{"categories":4427},[52,103],{"categories":4429},[],{"categories":4431},[196],{"categories":4433},[],{"categories":4435},[111],{"categories":4437},[52],{"categories":4439},[144],{"categories":4441},[98],{"categories":4443},[52],{"categories":4445},[98],{"categories":4447},[108],{"categories":4449},[147],{"categories":4451},[108],{"categories":4453},[111],{"categories":4455},[108],{"categories":4457},[52],{"categories":4459},[52],{"categories":4461},[103],{"categories":4463},[108],{"categories":4465},[122],{"categories":4467},[225],{"categories":4469},[52],{"categories":4471},[52],{"categories":4473},[],{"categories":4475},[144],{"categories":4477},[52],{"categories":4479},[52],{"categories":4481},[52],{"categories":4483},[52],{"categories":4485},[52],{"categories":4487},[52],{"categories":4489},[122],{"categories":4491},[144],{"categories":4493},[122],{"categories":4495},[122],{"categories":4497},[52],{"categories":4499},[52],{"categories":4501},[52],{"categories":4503},[52],{"categories":4505},[383],{"categories":4507},[52],{"categories":4509},[108],{"categories":4511},[144],{"categories":4513},[52],{"categories":4515},[52],{"categories":4517},[52],{"categories":4519},[108],{"categories":4521},[52],{"categories":4523},[52],{"categories":4525},[52],{"categories":4527},[3118],{"categories":4529},[4530],"Clinical AI",{"categories":4532},[196],{"categories":4534},[52],{"categories":4536},[52],{"categories":4538},[52],{"categories":4540},[52],{"categories":4542},[266],{"categories":4544},[2477],{"categories":4546},[52],{"categories":4548},[111],{"categories":4550},[196],{"categories":4552},[52],{"categories":4554},[108],{"categories":4556},[52],{"categories":4558},[52],{"categories":4560},[144],{"categories":4562},[52],{"categories":4564},[108],{"categories":4566},[122],{"categories":4568},[225],{"categories":4570},[52],{"categories":4572},[52],{"categories":4574},[103],{"categories":4576},[52],{"categories":4578},[52],{"categories":4580},[498],{"categories":4582},[52],{"categories":4584},[],{"categories":4586},[108],{"categories":4588},[52],{"categories":4590},[122],{"categories":4592},[98],{"categories":4594},[52],{"categories":4596},[],{"categories":4598},[],{"categories":4600},[52],{"categories":4602},[],{"categories":4604},[103],{"categories":4606},[52],{"categories":4608},[52],{"categories":4610},[108],{"categories":4612},[52],{"categories":4614},[144],{"categories":4616},[144],{"categories":4618},[144],{"categories":4620},[144],{"categories":4622},[],{"categories":4624},[98],{"categories":4626},[108],{"categories":4628},[144],{"categories":4630},[52],{"categories":4632},[569],{"categories":4634},[111],{"categories":4636},[108],{"categories":4638},[52],{"categories":4640},[98],{"categories":4642},[52],{"categories":4644},[108],{"categories":4646},[52],{"categories":4648},[52],{"categories":4650},[52],{"categories":4652},[52,108],{"categories":4654},[108],{"categories":4656},[266],{"categories":4658},[144],{"categories":4660},[108],{"categories":4662},[144],{"categories":4664},[108],{"categories":4666},[52],{"categories":4668},[],{"categories":4670},[144],{"categories":4672},[225],{"categories":4674},[98],{"categories":4676},[52],{"categories":4678},[52],{"categories":4680},[],{"categories":4682},[122],{"categories":4684},[],{"categories":4686},[98],{"categories":4688},[108],{"categories":4690},[144],{"categories":4692},[52],{"categories":4694},[144],{"categories":4696},[98],{"categories":4698},[144],{"categories":4700},[144],{"categories":4702},[],{"categories":4704},[103],{"categories":4706},[108],{"categories":4708},[144],{"categories":4710},[144],{"categories":4712},[144],{"categories":4714},[144],{"categories":4716},[144],{"categories":4718},[144],{"categories":4720},[144],{"categories":4722},[144],{"categories":4724},[144],{"categories":4726},[144],{"categories":4728},[147],{"categories":4730},[98],{"categories":4732},[52],{"categories":4734},[52],{"categories":4736},[108],{"categories":4738},[108],{"categories":4740},[],{"categories":4742},[52],{"categories":4744},[52,98],{"categories":4746},[],{"categories":4748},[108],{"categories":4750},[52],{"categories":4752},[144],{"categories":4754},[108],{"categories":4756},[894],{"categories":4758},[52],{"categories":4760},[52],{"categories":4762},[52],{"categories":4764},[52],{"categories":4766},[52],{"categories":4768},[360],{"categories":4770},[52],{"categories":4772},[52],{"categories":4774},[108],{"categories":4776},[52],{"categories":4778},[52],{"categories":4780},[103],{"categories":4782},[111],{"categories":4784},[108],{"categories":4786},[108],{"categories":4788},[],{"categories":4790},[108],{"categories":4792},[196],{"categories":4794},[144],{"categories":4796},[52],{"categories":4798},[],{"categories":4800},[111],{"categories":4802},[],{"categories":4804},[122],{"categories":4806},[52],{"categories":4808},[108],{"categories":4810},[196],{"categories":4812},[52],{"categories":4814},[],{"categories":4816},[52],{"categories":4818},[52],{"categories":4820},[],{"categories":4822},[225],{"categories":4824},[52],{"categories":4826},[108],{"categories":4828},[],{"categories":4830},[],{"categories":4832},[144],{"categories":4834},[98],{"categories":4836},[52],{"categories":4838},[52],{"categories":4840},[103],{"categories":4842},[52],{"categories":4844},[52],{"categories":4846},[108],{"categories":4848},[52],{"categories":4850},[103],{"categories":4852},[103],{"categories":4854},[196],{"categories":4856},[],{"categories":4858},[52],{"categories":4860},[144],{"categories":4862},[],{"categories":4864},[52],{"categories":4866},[52],{"categories":4868},[196],{"categories":4870},[52],{"categories":4872},[52],{"categories":4874},[225],{"categories":4876},[52],{"categories":4878},[266],{"categories":4880},[],{"categories":4882},[108],{"categories":4884},[52],{"categories":4886},[225],{"categories":4888},[122],{"categories":4890},[],{"categories":4892},[52],{"categories":4894},[],{"categories":4896},[108],{"categories":4898},[196],{"categories":4900},[122],{"categories":4902},[],{"categories":4904},[3118],{"categories":4906},[103],{"categories":4908},[98],{"categories":4910},[52],{"categories":4912},[147],{"categories":4914},[108],{"categories":4916},[196],{"categories":4918},[52],{"categories":4920},[122],{"categories":4922},[],{"categories":4924},[],{"categories":4926},[52],{"categories":4928},[98],{"categories":4930},[52],{"categories":4932},[225],{"categories":4934},[],{"categories":4936},[108],{"categories":4938},[108],{"categories":4940},[52],{"categories":4942},[108],{"categories":4944},[52],{"categories":4946},[144],{"categories":4948},[122],{"categories":4950},[52],{"categories":4952},[108],{"categories":4954},[111],{"categories":4956},[52],{"categories":4958},[52],{"categories":4960},[52],{"categories":4962},[108],{"categories":4964},[52],{"categories":4966},[111],{"categories":4968},[225],{"categories":4970},[144],{"categories":4972},[],{"categories":4974},[225],{"categories":4976},[52],{"categories":4978},[],{"categories":4980},[122],{"categories":4982},[108],{"categories":4984},[],{"categories":4986},[52],{"categories":4988},[52],{"categories":4990},[52],{"categories":4992},[52],{"categories":4994},[52],{"categories":4996},[108],{"categories":4998},[103],{"categories":5000},[98],{"categories":5002},[108],{"categories":5004},[52],{"categories":5006},[196],{"categories":5008},[122],{"categories":5010},[122],{"categories":5012},[52],{"categories":5014},[147],{"categories":5016},[108],{"categories":5018},[52],{"categories":5020},[52],{"categories":5022},[108],{"categories":5024},[52],{"categories":5026},[52],{"categories":5028},[108],{"categories":5030},[103],{"categories":5032},[52],{"categories":5034},[196],{"categories":5036},[122],{"categories":5038},[108],{"categories":5040},[52],{"categories":5042},[111],{"categories":5044},[52],{"categories":5046},[108],{"categories":5048},[52],{"categories":5050},[52],{"categories":5052},[144],{"categories":5054},[52],{"categories":5056},[],{"categories":5058},[98],{"categories":5060},[52],{"categories":5062},[52],{"categories":5064},[52],{"categories":5066},[122],{"categories":5068},[122],{"categories":5070},[52],{"categories":5072},[122],{"categories":5074},[52],{"categories":5076},[108],{"categories":5078},[52],{"categories":5080},[52],{"categories":5082},[52],{"categories":5084},[52],{"categories":5086},[52],{"categories":5088},[],{"categories":5090},[52],{"categories":5092},[196],{"categories":5094},[108],{"categories":5096},[103],{"categories":5098},[144],{"categories":5100},[52],{"categories":5102},[108],{"categories":5104},[52],{"categories":5106},[108],{"categories":5108},[52],{"categories":5110},[52],{"categories":5112},[196],{"categories":5114},[108],{"categories":5116},[52],{"categories":5118},[225],{"categories":5120},[52],{"categories":5122},[147],{"categories":5124},[52],{"categories":5126},[52],{"categories":5128},[144],{"categories":5130},[52],{"categories":5132},[52],{"categories":5134},[52],{"categories":5136},[52],{"categories":5138},[108],{"categories":5140},[266],{"categories":5142},[52],{"categories":5144},[122],{"categories":5146},[108],{"categories":5148},[147],{"categories":5150},[],{"categories":5152},[108],{"categories":5154},[122],{"categories":5156},[52],{"categories":5158},[52],{"categories":5160},[2315],{"categories":5162},[196],{"categories":5164},[295],{"categories":5166},[52],{"categories":5168},[52],{"categories":5170},[52],{"categories":5172},[52],{"categories":5174},[98],{"categories":5176},[52],{"categories":5178},[52],{"categories":5180},[122],{"categories":5182},[103],{"categories":5184},[52],{"categories":5186},[122],{"categories":5188},[52],{"categories":5190},[],{"categories":5192},[108],{"categories":5194},[108],{"categories":5196},[52],{"categories":5198},[52],{"categories":5200},[52],{"categories":5202},[147],{"categories":5204},[],{"categories":5206},[144],{"categories":5208},[],{"categories":5210},[144],{"categories":5212},[52],{"categories":5214},[52],{"categories":5216},[108],{"categories":5218},[52],{"categories":5220},[108],{"categories":5222},[108],{"categories":5224},[],{"categories":5226},[52],{"categories":5228},[144],{"categories":5230},[52],{"categories":5232},[],{"categories":5234},[52],{"categories":5236},[52],{"categories":5238},[],{"categories":5240},[52],{"categories":5242},[52],{"categories":5244},[196],{"categories":5246},[122],{"categories":5248},[108],{"categories":5250},[52],{"categories":5252},[52],{"categories":5254},[52],{"categories":5256},[52],{"categories":5258},[225],{"categories":5260},[52],{"categories":5262},[52],{"categories":5264},[52],{"categories":5266},[98],{"categories":5268},[52],{"categories":5270},[52],{"categories":5272},[],{"categories":5274},[52],{"categories":5276},[52],{"categories":5278},[52],{"categories":5280},[],{"categories":5282},[98],{"categories":5284},[52],{"categories":5286},[52],{"categories":5288},[144],{"categories":5290},[122],{"categories":5292},[111],{"categories":5294},[108],{"categories":5296},[439],{"categories":5298},[52],{"categories":5300},[52],{"categories":5302},[52],{"categories":5304},[122],{"categories":5306},[144],{"categories":5308},[196],{"categories":5310},[52],{"categories":5312},[52],{"categories":5314},[52],{"categories":5316},[52],{"categories":5318},[144],{"categories":5320},[52],{"categories":5322},[196],{"categories":5324},[52],{"categories":5326},[52],{"categories":5328},[144],{"categories":5330},[196],{"categories":5332},[52],{"categories":5334},[144],{"categories":5336},[52],{"categories":5338},[108],{"categories":5340},[108],{"categories":5342},[108],{"categories":5344},[122],{"categories":5346},[144],{"categories":5348},[108],{"categories":5350},[108],{"categories":5352},[52],{"categories":5354},[122],{"categories":5356},[196],{"categories":5358},[52],{"categories":5360},[52],{"categories":5362},[108],{"categories":5364},[52],{"categories":5366},[],{"categories":5368},[108],{"categories":5370},[],{"categories":5372},[52],{"categories":5374},[52],{"categories":5376},[],{"categories":5378},[],{"categories":5380},[108],{"categories":5382},[103],{"categories":5384},[108],{"categories":5386},[5387],"Liability & Ethics",{"categories":5389},[52],{"categories":5391},[52],{"categories":5393},[52],{"categories":5395},[108],{"categories":5397},[98],{"categories":5399},[108],{"categories":5401},[103],{"categories":5403},[225],{"categories":5405},[108],{"categories":5407},[52],{"categories":5409},[52],{"categories":5411},[],{"categories":5413},[544],{"categories":5415},[108],{"categories":5417},[],{"categories":5419},[52],{"categories":5421},[98],{"categories":5423},[108],{"categories":5425},[],{"categories":5427},[108],{"categories":5429},[52],{"categories":5431},[52],{"categories":5433},[122],{"categories":5435},[52],{"categories":5437},[144],{"categories":5439},[52],{"categories":5441},[52],{"categories":5443},[111],{"categories":5445},[108],{"categories":5447},[52],{"categories":5449},[52],{"categories":5451},[52],{"categories":5453},[144],{"categories":5455},[108],{"categories":5457},[122],{"categories":5459},[196],{"categories":5461},[98],{"categories":5463},[52],{"categories":5465},[52],{"categories":5467},[52],{"categories":5469},[],{"categories":5471},[108],{"categories":5473},[108],{"categories":5475},[108],{"categories":5477},[439],{"categories":5479},[196],{"categories":5481},[108],{"categories":5483},[266],{"categories":5485},[122],{"categories":5487},[144],{"categories":5489},[52],{"categories":5491},[196],{"categories":5493},[52],{"categories":5495},[98],{"categories":5497},[],{"categories":5499},[108],{"categories":5501},[52],{"categories":5503},[52],{"categories":5505},[52],{"categories":5507},[52],{"categories":5509},[108],{"categories":5511},[52],{"categories":5513},[52],{"categories":5515},[196],{"categories":5517},[],{"categories":5519},[108],{"categories":5521},[111],{"categories":5523},[144],{"categories":5525},[108],{"categories":5527},[103],{"categories":5529},[],{"categories":5531},[52],{"categories":5533},[52],{"categories":5535},[111],{"categories":5537},[52],{"categories":5539},[108],{"categories":5541},[144],{"categories":5543},[98],{"categories":5545},[266],{"categories":5547},[52],{"categories":5549},[52],{"categories":5551},[52],{"categories":5553},[144],{"categories":5555},[103],{"categories":5557},[52],{"categories":5559},[196],{"categories":5561},[144],{"categories":5563},[266],{"categories":5565},[52],{"categories":5567},[108],{"categories":5569},[],{"categories":5571},[498],{"categories":5573},[],{"categories":5575},[52],{"categories":5577},[266],{"categories":5579},[52],{"categories":5581},[147],{"categories":5583},[52],{"categories":5585},[108],{"categories":5587},[108],{"categories":5589},[5590],"Design News & Tools",{"categories":5592},[52],{"categories":5594},[52],{"categories":5596},[144],{"categories":5598},[52],{"categories":5600},[52],{"categories":5602},[98],{"categories":5604},[108],{"categories":5606},[52],{"categories":5608},[196],{"categories":5610},[108],{"categories":5612},[108],{"categories":5614},[196],{"categories":5616},[52],{"categories":5618},[52],{"categories":5620},[439],{"categories":5622},[108],{"categories":5624},[52],{"categories":5626},[52],{"categories":5628},[439],{"categories":5630},[52],{"categories":5632},[225],{"categories":5634},[52],{"categories":5636},[108],{"categories":5638},[],{"categories":5640},[52],{"categories":5642},[52],{"categories":5644},[52],{"categories":5646},[144],{"categories":5648},[52],{"categories":5650},[98],{"categories":5652},[],{"categories":5654},[52],{"categories":5656},[52],{"categories":5658},[52],{"categories":5660},[122],{"categories":5662},[569],{"categories":5664},[122],{"categories":5666},[196],{"categories":5668},[52],{"categories":5670},[52,108],{"categories":5672},[225,103],{"categories":5674},[122],{"categories":5676},[52],{"categories":5678},[52],{"categories":5680},[52],{"categories":5682},[52],{"categories":5684},[],{"categories":5686},[108],{"categories":5688},[52],{"categories":5690},[],{"categories":5692},[52],{"categories":5694},[122],{"categories":5696},[52],{"categories":5698},[122],{"categories":5700},[],{"categories":5702},[108],{"categories":5704},[52],{"categories":5706},[103],{"categories":5708},[52],{"categories":5710},[144],{"categories":5712},[52],{"categories":5714},[],{"categories":5716},[108],{"categories":5718},[52],{"categories":5720},[],{"categories":5722},[196],{"categories":5724},[52],{"categories":5726},[52],{"categories":5728},[108],{"categories":5730},[52],{"categories":5732},[52],{"categories":5734},[98],{"categories":5736},[108],{"categories":5738},[52],{"categories":5740},[],{"categories":5742},[52],{"categories":5744},[266],{"categories":5746},[225],{"categories":5748},[103],{"categories":5750},[103],{"categories":5752},[52],{"categories":5754},[98],{"categories":5756},[98],{"categories":5758},[52],{"categories":5760},[108],{"categories":5762},[52],{"categories":5764},[52],{"categories":5766},[52],{"categories":5768},[52],{"categories":5770},[122],{"categories":5772},[52],{"categories":5774},[98],{"categories":5776},[52],{"categories":5778},[52],{"categories":5780},[108],{"categories":5782},[52],{"categories":5784},[225],{"categories":5786},[52],{"categories":5788},[144],{"categories":5790},[52],{"categories":5792},[52],{"categories":5794},[108],{"categories":5796},[111],{"categories":5798},[52],{"categories":5800},[52],{"categories":5802},[108],{"categories":5804},[],{"categories":5806},[122],{"categories":5808},[],{"categories":5810},[122],{"categories":5812},[108],{"categories":5814},[98],{"categories":5816},[52],{"categories":5818},[],{"categories":5820},[147],{"categories":5822},[266],{"categories":5824},[52],{"categories":5826},[122],{"categories":5828},[52],{"categories":5830},[],{"categories":5832},[144],{"categories":5834},[108],{"categories":5836},[122],{"categories":5838},[196],{"categories":5840},[103],{"categories":5842},[52],{"categories":5844},[52],{"categories":5846},[108],{"categories":5848},[122],{"categories":5850},[108],{"categories":5852},[144],{"categories":5854},[52],{"categories":5856},[111],{"categories":5858},[98],{"categories":5860},[111],{"categories":5862},[144],{"categories":5864},[52],{"categories":5866},[122],{"categories":5868},[52],{"categories":5870},[196],{"categories":5872},[103],{"categories":5874},[52],{"categories":5876},[52],{"categories":5878},[52],{"categories":5880},[52],{"categories":5882},[52],{"categories":5884},[52],{"categories":5886},[108],{"categories":5888},[52],{"categories":5890},[108],{"categories":5892},[52],{"categories":5894},[52],{"categories":5896},[98],{"categories":5898},[52],{"categories":5900},[108],{"categories":5902},[108],{"categories":5904},[196],{"categories":5906},[108],{"categories":5908},[108],{"categories":5910},[52],{"categories":5912},[98],{"categories":5914},[108],{"categories":5916},[196],{"categories":5918},[],{"categories":5920},[52],{"categories":5922},[147],{"categories":5924},[439],{"categories":5926},[52],{"categories":5928},[108],{"categories":5930},[52],{"categories":5932},[52],{"categories":5934},[122],{"categories":5936},[52],{"categories":5938},[],{"categories":5940},[52],{"categories":5942},[108],{"categories":5944},[52],{"categories":5946},[225],{"categories":5948},[52],{"categories":5950},[122],{"categories":5952},[52],{"categories":5954},[144],{"categories":5956},[108],{"categories":5958},[52],{"categories":5960},[225],{"categories":5962},[108],{"categories":5964},[103],{"categories":5966},[103],{"categories":5968},[52],{"categories":5970},[52],{"categories":5972},[52],{"categories":5974},[52],{"categories":5976},[52],{"categories":5978},[52],{"categories":5980},[98],{"categories":5982},[],{"categories":5984},[52],{"categories":5986},[52],{"categories":5988},[108],{"categories":5990},[108],{"categories":5992},[52],{"categories":5994},[52],{"categories":5996},[52],{"categories":5998},[52],{"categories":6000},[52],{"categories":6002},[122],{"categories":6004},[],{"categories":6006},[98],{"categories":6008},[52],{"categories":6010},[52],{"categories":6012},[108],{"categories":6014},[108],{"categories":6016},[],{"categories":6018},[122],{"categories":6020},[122],{"categories":6022},[52],{"categories":6024},[225],{"categories":6026},[103],{"categories":6028},[196],{"categories":6030},[],{"categories":6032},[52],{"categories":6034},[108],{"categories":6036},[98],{"categories":6038},[52],{"categories":6040},[52],{"categories":6042},[122],{"categories":6044},[98],{"categories":6046},[52],{"categories":6048},[52],{"categories":6050},[144],{"categories":6052},[147],{"categories":6054},[52],{"categories":6056},[144],{"categories":6058},[108],{"categories":6060},[52],{"categories":6062},[],{"categories":6064},[144],{"categories":6066},[108],{"categories":6068},[196],{"categories":6070},[147],{"categories":6072},[52],{"categories":6074},[52],{"categories":6076},[],{"categories":6078},[108],{"categories":6080},[108],{"categories":6082},[108],{"categories":6084},[3118],{"categories":6086},[144],{"categories":6088},[52],{"categories":6090},[122],{"categories":6092},[52],{"categories":6094},[52],{"categories":6096},[52],{"categories":6098},[52],{"categories":6100},[52],{"categories":6102},[103],{"categories":6104},[52],{"categories":6106},[98],{"categories":6108},[1781],{"categories":6110},[266],{"categories":6112},[98],{"categories":6114},[],{"categories":6116},[52],{"categories":6118},[],{"categories":6120},[144],{"categories":6122},[108],{"categories":6124},[196],{"categories":6126},[52],{"categories":6128},[52],{"categories":6130},[52],{"categories":6132},[144],{"categories":6134},[],{"categories":6136},[108],{"categories":6138},[52],{"categories":6140},[108],{"categories":6142},[108],{"categories":6144},[],{"categories":6146},[52],{"categories":6148},[],{"categories":6150},[144],{"categories":6152},[98],{"categories":6154},[196],{"categories":6156},[52],{"categories":6158},[108],{"categories":6160},[144],{"categories":6162},[52],{"categories":6164},[144],{"categories":6166},[],{"categories":6168},[144],{"categories":6170},[52],{"categories":6172},[98],{"categories":6174},[439],{"categories":6176},[108],{"categories":6178},[52],{"categories":6180},[],{"categories":6182},[122],{"categories":6184},[108],{"categories":6186},[111],{"categories":6188},[108],{"categories":6190},[98],{"categories":6192},[52],{"categories":6194},[52],{"categories":6196},[],{"categories":6198},[],{"categories":6200},[],{"categories":6202},[196],{"categories":6204},[52],{"categories":6206},[108],{"categories":6208},[52],{"categories":6210},[52],{"categories":6212},[],{"categories":6214},[],{"categories":6216},[],{"categories":6218},[52],{"categories":6220},[108],{"categories":6222},[196],{"categories":6224},[52],{"categories":6226},[],{"categories":6228},[108],{"categories":6230},[52],{"categories":6232},[52],{"categories":6234},[98],{"categories":6236},[],{"categories":6238},[],{"categories":6240},[52],{"categories":6242},[52],{"categories":6244},[108],{"categories":6246},[196],{"categories":6248},[52],{"categories":6250},[144],{"categories":6252},[],{"categories":6254},[52],{"categories":6256},[52],{"categories":6258},[225],{"categories":6260},[144],{"categories":6262},[225],{"categories":6264},[147],{"categories":6266},[52],{"categories":6268},[52],{"categories":6270},[],{"categories":6272},[],{"categories":6274},[108],{"categories":6276},[],{"categories":6278},[52],{"categories":6280},[439],{"categories":6282},[52],{"categories":6284},[52],{"categories":6286},[52],{"categories":6288},[52],{"categories":6290},[],{"categories":6292},[108],{"categories":6294},[52],{"categories":6296},[52],{"categories":6298},[],{"categories":6300},[108],{"categories":6302},[52],{"categories":6304},[144],{"categories":6306},[52],{"categories":6308},[225],{"categories":6310},[103],{"categories":6312},[111],{"categories":6314},[52],{"categories":6316},[52],{"categories":6318},[108],{"categories":6320},[147],{"categories":6322},[108],{"categories":6324},[108],{"categories":6326},[],{"categories":6328},[52],{"categories":6330},[108],{"categories":6332},[],{"categories":6334},[52],{"categories":6336},[],{"categories":6338},[144],{"categories":6340},[103],{"categories":6342},[],{"categories":6344},[52],{"categories":6346},[52],{"categories":6348},[52],{"categories":6350},[],{"categories":6352},[108],{"categories":6354},[196],{"categories":6356},[98],{"categories":6358},[52],{"categories":6360},[],{"categories":6362},[103],{"categories":6364},[225],{"categories":6366},[52],{"categories":6368},[122],{"categories":6370},[98],{"categories":6372},[147],{"categories":6374},[103],{"categories":6376},[122],{"categories":6378},[108],{"categories":6380},[122],{"categories":6382},[],{"categories":6384},[52],{"categories":6386},[111],{"categories":6388},[52],{"categories":6390},[],{"categories":6392},[108],{"categories":6394},[98],{"categories":6396},[196],{"categories":6398},[52],{"categories":6400},[98],{"categories":6402},[108],{"categories":6404},[266],{"categories":6406},[52],{"categories":6408},[52],{"categories":6410},[52],{"categories":6412},[52],{"categories":6414},[52],{"categories":6416},[98],{"categories":6418},[52],{"categories":6420},[122],{"categories":6422},[147],{"categories":6424},[108],{"categories":6426},[],{"categories":6428},[52],{"categories":6430},[52],{"categories":6432},[52],{"categories":6434},[122],{"categories":6436},[108],{"categories":6438},[144],{"categories":6440},[122],{"categories":6442},[52],{"categories":6444},[111],{"categories":6446},[],{"categories":6448},[196],{"categories":6450},[122],{"categories":6452},[144],{"categories":6454},[52],{"categories":6456},[98],{"categories":6458},[108],{"categories":6460},[52],{"categories":6462},[52],{"categories":6464},[108],{"categories":6466},[111],{"categories":6468},[52],{"categories":6470},[108],{"categories":6472},[52],{"categories":6474},[103],{"categories":6476},[108],{"categories":6478},[108,266],{"categories":6480},[52],{"categories":6482},[52],{"categories":6484},[108],{"categories":6486},[122],{"categories":6488},[52],{"categories":6490},[52],{"categories":6492},[147],{"categories":6494},[108],{"categories":6496},[225],{"categories":6498},[108],{"categories":6500},[103],{"categories":6502},[],{"categories":6504},[108],{"categories":6506},[52],{"categories":6508},[103],{"categories":6510},[],{"categories":6512},[],{"categories":6514},[122],{"categories":6516},[52],{"categories":6518},[52],{"categories":6520},[108],{"categories":6522},[147],{"categories":6524},[225],{"categories":6526},[52],{"categories":6528},[52],{"categories":6530},[52],{"categories":6532},[108],{"categories":6534},[],{"categories":6536},[108],{"categories":6538},[144],{"categories":6540},[52],{"categories":6542},[108],{"categories":6544},[108],{"categories":6546},[52],{"categories":6548},[],{"categories":6550},[144],{"categories":6552},[122],{"categories":6554},[3118],{"categories":6556},[98],{"categories":6558},[122],{"categories":6560},[52],{"categories":6562},[108],{"categories":6564},[52],{"categories":6566},[52],{"categories":6568},[225],{"categories":6570},[122],{"categories":6572},[147],{"categories":6574},[],{"categories":6576},[144],{"categories":6578},[52],{"categories":6580},[52],{"categories":6582},[],{"categories":6584},[108],{"categories":6586},[52],{"categories":6588},[52],{"categories":6590},[52],{"categories":6592},[52],{"categories":6594},[108],{"categories":6596},[52],{"categories":6598},[52],{"categories":6600},[52],{"categories":6602},[111],{"categories":6604},[52],{"categories":6606},[108],{"categories":6608},[52],{"categories":6610},[52],{"categories":6612},[52],{"categories":6614},[52],{"categories":6616},[52],{"categories":6618},[52],{"categories":6620},[52],{"categories":6622},[103],{"categories":6624},[],{"categories":6626},[111],{"categories":6628},[144],{"categories":6630},[108],{"categories":6632},[52],{"categories":6634},[122],{"categories":6636},[],{"categories":6638},[122],{"categories":6640},[122],{"categories":6642},[108],{"categories":6644},[122],{"categories":6646},[52],{"categories":6648},[52],{"categories":6650},[52],{"categories":6652},[108],{"categories":6654},[122],{"categories":6656},[52],{"categories":6658},[52],{"categories":6660},[52],{"categories":6662},[108],{"categories":6664},[144],{"categories":6666},[52],{"categories":6668},[52],{"categories":6670},[52],{"categories":6672},[103],{"categories":6674},[52],{"categories":6676},[108],{"categories":6678},[196],{"categories":6680},[],{"categories":6682},[52],{"categories":6684},[147],{"categories":6686},[108],{"categories":6688},[52],{"categories":6690},[52],{"categories":6692},[],{"categories":6694},[52],{"categories":6696},[52],{"categories":6698},[144],{"categories":6700},[52],{"categories":6702},[52],{"categories":6704},[108],{"categories":6706},[225],{"categories":6708},[],{"categories":6710},[],{"categories":6712},[122],{"categories":6714},[52],{"categories":6716},[52],{"categories":6718},[144],{"categories":6720},[52],{"categories":6722},[122],{"categories":6724},[144],{"categories":6726},[52],{"categories":6728},[52],{"categories":6730},[225],{"categories":6732},[147],{"categories":6734},[52],{"categories":6736},[52],{"categories":6738},[98],{"categories":6740},[108],{"categories":6742},[52],{"categories":6744},[52],{"categories":6746},[108],{"categories":6748},[103],{"categories":6750},[108],{"categories":6752},[122],{"categories":6754},[52],{"categories":6756},[103],{"categories":6758},[],{"categories":6760},[52],{"categories":6762},[147],{"categories":6764},[52],{"categories":6766},[52],{"categories":6768},[],{"categories":6770},[144],{"categories":6772},[52],{"categories":6774},[108],{"categories":6776},[147],{"categories":6778},[52],{"categories":6780},[122],{"categories":6782},[122],{"categories":6784},[122],{"categories":6786},[52],{"categories":6788},[108],{"categories":6790},[108],{"categories":6792},[52],{"categories":6794},[108],{"categories":6796},[52],{"categories":6798},[52],{"categories":6800},[196],{"categories":6802},[147],{"categories":6804},[147],{"categories":6806},[],{"categories":6808},[144],{"categories":6810},[52],{"categories":6812},[52],{"categories":6814},[122],{"categories":6816},[],{"categories":6818},[144],{"categories":6820},[144],{"categories":6822},[144],{"categories":6824},[],{"categories":6826},[108],{"categories":6828},[52],{"categories":6830},[],{"categories":6832},[98],{"categories":6834},[103],{"categories":6836},[],{"categories":6838},[52],{"categories":6840},[52],{"categories":6842},[],{"categories":6844},[122],{"categories":6846},[],{"categories":6848},[],{"categories":6850},[],{"categories":6852},[],{"categories":6854},[52],{"categories":6856},[144],{"categories":6858},[],{"categories":6860},[],{"categories":6862},[52],{"categories":6864},[52],{"categories":6866},[52],{"categories":6868},[147],{"categories":6870},[52],{"categories":6872},[147],{"categories":6874},[],{"categories":6876},[147],{"categories":6878},[147],{"categories":6880},[266],{"categories":6882},[108],{"categories":6884},[122],{"categories":6886},[],{"categories":6888},[],{"categories":6890},[147],{"categories":6892},[122],{"categories":6894},[122],{"categories":6896},[122],{"categories":6898},[],{"categories":6900},[98],{"categories":6902},[122],{"categories":6904},[122],{"categories":6906},[98],{"categories":6908},[122],{"categories":6910},[103],{"categories":6912},[122],{"categories":6914},[122],{"categories":6916},[122],{"categories":6918},[147],{"categories":6920},[144],{"categories":6922},[144],{"categories":6924},[52],{"categories":6926},[122],{"categories":6928},[147],{"categories":6930},[266],{"categories":6932},[147],{"categories":6934},[147],{"categories":6936},[147],{"categories":6938},[],{"categories":6940},[103],{"categories":6942},[],{"categories":6944},[266],{"categories":6946},[122],{"categories":6948},[122],{"categories":6950},[122],{"categories":6952},[108],{"categories":6954},[144,103],{"categories":6956},[147],{"categories":6958},[],{"categories":6960},[],{"categories":6962},[147],{"categories":6964},[],{"categories":6966},[147],{"categories":6968},[144],{"categories":6970},[108],{"categories":6972},[],{"categories":6974},[122],{"categories":6976},[52],{"categories":6978},[196],{"categories":6980},[],{"categories":6982},[52],{"categories":6984},[],{"categories":6986},[144],{"categories":6988},[98],{"categories":6990},[147],{"categories":6992},[],{"categories":6994},[122],{"categories":6996},[144],[6998,7107,7172,7356],{"id":6999,"title":7000,"ai":7001,"body":7007,"categories":7085,"created_at":53,"date_modified":53,"description":45,"extension":54,"faq":53,"featured":55,"kicker_label":53,"meta":7086,"navigation":76,"path":7094,"published_at":7095,"question":53,"scraped_at":7096,"seo":7097,"sitemap":7098,"source_id":7099,"source_name":7100,"source_type":83,"source_url":7101,"stem":7102,"tags":7103,"thumbnail_url":53,"tldr":7104,"tweet":53,"unknown_tags":7105,"__hash__":7106},"summaries\u002Fsummaries\u002F70808dff74b931f3-controlling-llm-output-deterministic-vs-stochastic-summary.md","Controlling LLM Output: Deterministic vs. Stochastic Generation",{"provider":7,"model":7002,"input_tokens":7003,"output_tokens":7004,"processing_time_ms":7005,"cost_usd":7006},"google\u002Fgemini-3.1-flash-lite",4031,566,2906,0.00185675,{"type":14,"value":7008,"toc":7080},[7009,7013,7016,7020,7023,7059,7063,7066],[17,7010,7012],{"id":7011},"the-mechanics-of-token-probability","The Mechanics of Token Probability",[22,7014,7015],{},"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.",[17,7017,7019],{"id":7018},"strategies-for-controlling-output","Strategies for Controlling Output",[22,7021,7022],{},"To move from unpredictable, creative generation to deterministic, reliable output, you must intervene in the sampling process:",[7024,7025,7026,7039],"ul",{},[7027,7028,7029,7033,7034,7038],"li",{},[7030,7031,7032],"strong",{},"Temperature Control:"," Setting ",[7035,7036,7037],"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.",[7027,7040,7041,7044,7045],{},[7030,7042,7043],{},"Top-K and Top-P (Nucleus) Sampling:"," These methods truncate the probability distribution before sampling.\n",[7024,7046,7047,7053],{},[7027,7048,7049,7052],{},[7030,7050,7051],{},"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.",[7027,7054,7055,7058],{},[7030,7056,7057],{},"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.",[17,7060,7062],{"id":7061},"choosing-the-right-strategy","Choosing the Right Strategy",[22,7064,7065],{},"Choosing between deterministic and non-deterministic generation depends on the specific use case:",[7024,7067,7068,7074],{},[7027,7069,7070,7073],{},[7030,7071,7072],{},"Use Deterministic (Temp=0) for:"," Data extraction, code generation, classification tasks, or any scenario where accuracy and reproducibility are paramount.",[7027,7075,7076,7079],{},[7030,7077,7078],{},"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":45,"searchDepth":46,"depth":46,"links":7081},[7082,7083,7084],{"id":7011,"depth":46,"text":7012},{"id":7018,"depth":46,"text":7019},{"id":7061,"depth":46,"text":7062},[52],{"content_references":7087,"triage":7092},[7088],{"type":7089,"title":7090,"author":7091,"context":62},"tool","GPT-2","OpenAI",{"relevance":71,"novelty":72,"quality":73,"actionability":73,"composite":74,"reasoning":7093},"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":7000,"description":45},{"loc":7094},"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",[87,88,89],"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":7108,"title":7109,"ai":7110,"body":7115,"categories":7155,"created_at":53,"date_modified":53,"description":7156,"extension":54,"faq":53,"featured":55,"kicker_label":53,"meta":7157,"navigation":76,"path":7158,"published_at":7159,"question":53,"scraped_at":7160,"seo":7161,"sitemap":7162,"source_id":7163,"source_name":7164,"source_type":7165,"source_url":7166,"stem":7167,"tags":7168,"thumbnail_url":53,"tldr":7169,"tweet":53,"unknown_tags":7170,"__hash__":7171},"summaries\u002Fsummaries\u002Ffc7fd0122d4d55b1-lyria-3-pro-generate-3-min-songs-with-section-time-summary.md","Lyria 3 Pro: Generate 3-Min Songs with Section Timestamps",{"provider":7,"model":8,"input_tokens":7111,"output_tokens":7112,"processing_time_ms":7113,"cost_usd":7114},5224,1306,14216,0.00167515,{"type":14,"value":7116,"toc":7150},[7117,7121,7124,7127,7131,7134,7137,7141,7144,7147],[17,7118,7120],{"id":7119},"precise-structural-control-unlocks-full-songs","Precise Structural Control Unlocks Full Songs",[22,7122,7123],{},"Lyria 3 Pro overcomes Lyria 3's limitations—no more 30-second clips that abruptly end without structure. Now generate up to 3-minute tracks by defining sections like intro (0-10s), verse (10-30s), chorus, bridge, drop, build, solo, or outro with exact timestamps. Specify BPM (e.g., 90), key (e.g., A minor), and mood shifts (e.g., low-fi hip-hop to high-energy peaks). This ensures the model follows instructions precisely, producing dynamic compositions where beats strip away for atmospheric synths before heavy bass drops, maintaining coherence across sections.",[22,7125,7126],{},"Prompt example for quick generation: \"Dynamic cool underground bar track that constantly shifts energy between chill vibes and high-energy peaks,\" paired with BPM 90 and key selection. For structured output, detail each segment's length and style, yielding breakdowns like \"intro: low-fi hip-hop (0-10s)\" transitioning seamlessly to builds.",[17,7128,7130],{"id":7129},"custom-lyrics-and-genre-flexibility","Custom Lyrics and Genre Flexibility",[22,7132,7133],{},"Input your own lyrics and assign them to specific sections (verse here, chorus there), generating vocals, instrumentation, and full tracks in genres like pop, lo-fi, indie, hip-hop, or classical. Add mood descriptors, instruments, BPM, and key for tailored results. Example lyrics prompt produces singing like \"midnight city streets in the rhythm of this room,\" with pop beats and builds that captivate listeners.",[22,7135,7136],{},"This turns vague ideas into professional songs, supporting multilingual potential by specifying languages in prompts. Trade-off: Outputs excel in structured prompts but may need iteration for complex videos.",[17,7138,7140],{"id":7139},"multimodal-inputs-for-visual-mood-matching","Multimodal Inputs for Visual-Mood Matching",[22,7142,7143],{},"Feed images for mood-matched tracks—upload a dynamic image with prompt \"create a dynamic track inspired by this image,\" and Gemini's multimodality analyzes visuals to compose fitting audio quickly.",[22,7145,7146],{},"For videos, pipe through Gemini Flash: \"Dynamic track inspired by this video\" auto-generates soundtracks syncing energy to content (e.g., short clips get ambient scores). Works for nested videos but performs best on simpler inputs; complex scenes may require refined prompts.",[22,7148,7149],{},"Access via Gemini app (paid), Vertex AI (enterprise), or Google AI Studio\u002FGemini API. Build apps like the demo's five-tab interface (quick generate, structured composer, lyric studio, image-to-music, video soundtrack) to test all modes rapidly.",{"title":45,"searchDepth":46,"depth":46,"links":7151},[7152,7153,7154],{"id":7119,"depth":46,"text":7120},{"id":7129,"depth":46,"text":7130},{"id":7139,"depth":46,"text":7140},[52],"Google's Lyria 3 Pro is taking the music world by storm with its incredible AI music generation capabilities. This powerful tool allows users to create full songs using AI, with features such as text to music and image to music conversion. The Lyria 3 Pro also includes a structured composer and a Gemini API, making it a versatile tool for music producers. With its advanced AI audio capabilities, including AI chorus and AI lyrics, this software is a game-changer for the music industry. In this video, we'll explore the insane features of Google's Lyria 3 Pro, including its AI music app and AI song generator. We'll also dive into the world of generative music and how this tool can be used to create unique soundtracks for videos. Whether you're a professional musician or just starting out, the Lyria 3 Pro is an exciting development in the world of AI music 2025. With its BPM control and ability to create music using AI, this software is a must-see for anyone interested in music technology. Google AI Studio has outdone itself with the Lyria 3 Pro, and we can't wait to see what the future holds for this innovative technology. The possibilities are endless with the Lyria 3 Pro, from creating custom video soundtracks to generating music using AI. Get ready to experience the future of music generation with Google's Lyria 3 Pro.",{},"\u002Fsummaries\u002Ffc7fd0122d4d55b1-lyria-3-pro-generate-3-min-songs-with-section-time-summary","2026-03-29 01:35:59","2026-04-03 21:12:58",{"title":7109,"description":7156},{"loc":7158},"fc7fd0122d4d55b1","AI with Surya","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=W6db28rIHA4","summaries\u002Ffc7fd0122d4d55b1-lyria-3-pro-generate-3-min-songs-with-section-time-summary",[89,87,88],"Lyria 3 Pro adds precise control over full 3-minute songs via timestamps for intro\u002Fverse\u002Fchorus\u002Fbridge, custom lyrics, BPM\u002Fkey settings, and multimodal image\u002Fvideo inputs through Gemini API.",[],"Dh56VgFtEy3CnnxriFqnCkH-y4j1yWSBpbEveVcoY1g",{"id":7173,"title":7174,"ai":7175,"body":7180,"categories":7336,"created_at":53,"date_modified":53,"description":45,"extension":54,"faq":53,"featured":55,"kicker_label":53,"meta":7337,"navigation":76,"path":7345,"published_at":53,"question":53,"scraped_at":7346,"seo":7347,"sitemap":7348,"source_id":7349,"source_name":82,"source_type":83,"source_url":7350,"stem":7351,"tags":7352,"thumbnail_url":53,"tldr":7353,"tweet":53,"unknown_tags":7354,"__hash__":7355},"summaries\u002Fsummaries\u002F66439e0ac0aedcb0-prompt-templates-for-ai-assisted-clinical-workflow-summary.md","Prompt Templates for AI-Assisted Clinical Workflows",{"provider":7,"model":8,"input_tokens":7176,"output_tokens":7177,"processing_time_ms":7178,"cost_usd":7179},7163,1729,10764,0.0022746,{"type":14,"value":7181,"toc":7331},[7182,7186,7217,7239,7243,7260,7273,7277,7296,7313,7328],[17,7183,7185],{"id":7184},"accelerate-diagnostics-and-differentials","Accelerate Diagnostics and Differentials",[22,7187,7188,7189,7192,7193,7196,7197,7200,7201,7204,7205,7208,7209,7212,7213,7216],{},"For a 62-year-old man with diabetes, CKD, fever, SOB, and confusion, prompt ChatGPT: \"Outline focused workup (labs, imaging, micro) for sepsis\u002Fpneumonia and how results guide acute management.\" Template generalizes: \"I am a ",[26,7190,7191],{},"role"," caring for ",[26,7194,7195],{},"age\u002Fgender"," with ",[26,7198,7199],{},"PMH"," presenting ",[26,7202,7203],{},"complaints"," in ",[26,7206,7207],{},"setting",". Provide workup for ",[26,7210,7211],{},"conditions"," explaining ",[26,7214,7215],{},"management\u002Ftriage",".\"",[22,7218,7219,7220,7222,7223,7196,7225,7204,7228,7230,7231,7234,7235,7238],{},"Differentiate diagnoses like patellofemoral pain from strain or costochondritis in a 28-year-old post-travel: Prioritize differential, detail history\u002Fexam\u002Ftests supporting\u002Frefuting each, then distinguish primary from 3 alternatives via bedside eval, labs, imaging. Use: \"I am ",[26,7221,7191],{}," evaluating ",[26,7224,7195],{},[26,7226,7227],{},"complaint\u002Fsymptoms",[26,7229,7207],{},". Generate prioritized differential... distinguish ",[26,7232,7233],{},"primary"," from ",[26,7236,7237],{},"alts",".\" Results in structured reasoning that narrows options faster than manual recall.",[17,7240,7242],{"id":7241},"build-problem-based-plans-and-notes","Build Problem-Based Plans and Notes",[22,7244,7245,7246,7248,7249,7251,7252,7255,7256,7259],{},"For 74-year-old with decompensated HF and AKI: Prompt for pathophysiology per problem, trending diagnostics, meds\u002Ffluids\u002Fprocedures\u002Fmonitoring, disposition, and comorbidity impacts (e.g., escalation triggers). Template: \"I am ",[26,7247,7191],{}," managing ",[26,7250,7195],{}," admitted with ",[26,7253,7254],{},"dx\u002Fcomplications",". Create plan including pathophys, diagnostics, therapeutics, disposition; highlight ",[26,7257,7258],{},"complication"," effects.\"",[22,7261,7262,7263,7265,7266,7196,7268,7204,7270,7272],{},"Document bronchiolitis in 3-year-old: Generate chart-ready note with HPI, PMH\u002Fmeds, exam, assessment\u002Fdifferential, plan. Format replicates real EHR. Template ensures completeness: \"I am ",[26,7264,7191],{}," seeing ",[26,7267,7195],{},[26,7269,7227],{},[26,7271,7207],{},". Write note: HPI, PMH\u002Fmeds, exam, assessment, plan.\" Reduces documentation time from scratch.",[17,7274,7276],{"id":7275},"enhance-counseling-handoffs-and-evidence-checks","Enhance Counseling, Handoffs, and Evidence Checks",[22,7278,7279,7280,7282,7283,7196,7285,7288,7289,7292,7293,7216],{},"Counsel 60-year-old new T2DM: Explain condition, med dosing, diet\u002Flifestyle\u002Fmonitoring, red flags in plain language. Template: \"I am ",[26,7281,7191],{}," counseling ",[26,7284,7195],{},[26,7286,7287],{},"dx",". Write instructions: meaning, ",[26,7290,7291],{},"meds",", recommendations, red flags for ",[26,7294,7295],{},"literacy level",[22,7297,7298,7299,7301,7302,7304,7305,7308,7309,7312],{},"Discharge 72-year-old post-hip fx: Handoff summary to PCP, home health, PT with problems, meds, tests, function, follow-up. Template structures communication: \"I am ",[26,7300,7191],{}," coordinating ",[26,7303,7195],{}," post-",[26,7306,7307],{},"event",". Outline info for ",[26,7310,7311],{},"providers",": problems, meds, tests, status, needs.\"",[22,7314,7315,7316,7318,7319,7196,7321,7324,7325,7216],{},"For 65-year-old new AFib: Summarize guidelines on anticoagulation, rate\u002Frhythm, stroke prevention applied to patient risks. Template: \"I am ",[26,7317,7191],{}," reviewing ",[26,7320,7195],{},[26,7322,7323],{},"condition\u002Fcomorbids",". Summarize guidelines: dx\u002Frisk, therapies, complications; apply to ",[26,7326,7327],{},"factors",[22,7329,7330],{},"Post-stroke 79-year-old with memory loss\u002Firritability: Differential for dementia vs. age-related changes. Or summarize eval pathway: red flags, history\u002Fexam (collateral\u002Fmeds), screens, labs, imaging triggers—link org protocols. Templates pull cited evidence from trusted sources, ensuring compliance and reducing search time.",{"title":45,"searchDepth":46,"depth":46,"links":7332},[7333,7334,7335],{"id":7184,"depth":46,"text":7185},{"id":7241,"depth":46,"text":7242},{"id":7275,"depth":46,"text":7276},[52],{"content_references":7338,"triage":7342},[7339],{"type":7089,"title":7340,"url":7341,"context":62},"ChatGPT for Healthcare","https:\u002F\u002Fopenai.com\u002Fsolutions\u002Fhealthcare\u002F",{"relevance":71,"novelty":73,"quality":73,"actionability":71,"composite":7343,"reasoning":7344},4.55,"Category: AI & LLMs. The article provides practical prompt templates for clinicians to enhance their workflows using AI, addressing a specific pain point of reducing administrative time in healthcare. It offers concrete examples of how to structure prompts for various clinical scenarios, making it immediately actionable for healthcare professionals.","\u002Fsummaries\u002F66439e0ac0aedcb0-prompt-templates-for-ai-assisted-clinical-workflow-summary","2026-04-16 03:19:05",{"title":7174,"description":45},{"loc":7345},"66439e0ac0aedcb0","https:\u002F\u002Fopenai.com\u002Facademy\u002Fhealthcare","summaries\u002F66439e0ac0aedcb0-prompt-templates-for-ai-assisted-clinical-workflow-summary",[88,87,89],"Clinicians cut administrative time using HIPAA-compliant ChatGPT prompts for diagnostics, differentials, plans, notes, counseling, handoffs, and guideline checks—freeing focus for patients.",[],"5Jsy-OrU4cFgtthC_7VM16C6cViE5vfsRoMSq4RQhcM",{"id":7357,"title":7358,"ai":7359,"body":7364,"categories":7411,"created_at":53,"date_modified":53,"description":45,"extension":54,"faq":53,"featured":55,"kicker_label":53,"meta":7412,"navigation":76,"path":7419,"published_at":53,"question":53,"scraped_at":7420,"seo":7421,"sitemap":7422,"source_id":7423,"source_name":7424,"source_type":83,"source_url":7425,"stem":7426,"tags":7427,"thumbnail_url":53,"tldr":7428,"tweet":53,"unknown_tags":7429,"__hash__":7430},"summaries\u002Fsummaries\u002Fe9e39426a0d8260e-slash-claude-costs-90-with-prompt-prefix-caching-summary.md","Slash Claude Costs 90% with Prompt Prefix Caching",{"provider":7,"model":8,"input_tokens":7360,"output_tokens":7361,"processing_time_ms":7362,"cost_usd":7363},8941,1616,15350,0.00257355,{"type":14,"value":7365,"toc":7406},[7366,7370,7381,7388,7392,7395,7399],[17,7367,7369],{"id":7368},"implement-automatic-caching-for-multi-turn-chats","Implement Automatic Caching for Multi-Turn Chats",[22,7371,7372,7373,7376,7377,7380],{},"Add a top-level ",[7035,7374,7375],{},"cache_control: {\"type\": \"ephemeral\"}"," to your Messages API request to automatically cache up to the last eligible block (tools > system > messages order). In growing conversations, each request reads prior cache (up to 20 blocks back) and writes new prefix, moving the breakpoint forward without manual updates. For example, Request 1 caches system + user1 + asst1 + user2; Request 2 hits cache through user2, processes asst2 + user3 fresh, then caches up to user3. Use ",[7035,7378,7379],{},"ttl: \"1h\""," for longer 1-hour lifetime at 2x base input price. Combine with explicit blocks on static system\u002Ftools for hybrid control, limited to 4 breakpoints total. Edge cases: skips if last block ineligible, errors on TTL mismatch or slot exhaustion.",[22,7382,7383,7384,7387],{},"Explicit breakpoints via ",[7035,7385,7386],{},"cache_control"," on specific blocks give precise control: place on last identical static prefix (e.g., end of tools\u002Fsystem\u002Fexamples before varying user input). System checks hash at breakpoint, then looks back ≤20 blocks for prior writes—never auto-caches unwritten positions. Mistake to avoid: breakpoint on changing content like timestamps causes full reprocess; fix by marking stable prefix end. Multiple breakpoints (max 4) cache layers independently (e.g., tools rarely, context daily), restarting lookback at each to hit older writes beyond 20 blocks.",[17,7389,7391],{"id":7390},"pricing-delivers-90-savings-on-hits","Pricing Delivers 90% Savings on Hits",[22,7393,7394],{},"Cache writes cost 1.25x base input for 5-min TTL ($0.30-$18.75\u002FMTok writes across models like Sonnet 4.6 at $3 base), 2x for 1h ($0.50-$30\u002FMTok); hits\u002Frefreshes at 0.1x ($0.03-$1.50\u002FMTok)—stack with batch discounts. Outputs unchanged ($1.25-$75\u002FMTok). Minimums: 4096 tokens (Opus 4.6\u002F4.5, Haiku 4.5), 2048 (Sonnet 4.6, Haiku 3.5), 1024 (others). Below threshold? Processed uncached, no error—pad static content to hit it since reads \u003C\u003C fresh inputs. Total inputs = cache_read + cache_creation + input (post-breakpoint only). Example: 100k cached read + 50 new input = $ low cost vs full 100k fresh.",[17,7396,7398],{"id":7397},"avoid-pitfalls-and-monitor-effectiveness","Avoid Pitfalls and Monitor Effectiveness",[22,7400,7401,7402,7405],{},"Cache tools\u002Fsystem\u002Ftext\u002Fimages\u002Ftool results (user\u002Fasst turns); no thinking\u002Fsub-blocks directly, but thinking caches indirectly in history. Invalidations: tool changes kill all; web\u002Fcitations\u002Fspeed toggle system+messages; tool_choice\u002Fimages\u002Fthinking params hit messages only. Non-tool user content strips prior thinking. Strategies: front-load statics, verify via response ",[7035,7403,7404],{},"usage",": cache_creation_input_tokens (writes), cache_read_input_tokens (reads), input_tokens (fresh tail). If both creation\u002Fread=0, missed threshold\u002Fno hit. Concurrent requests? First writes, others wait. TTL 5min default, refreshes free on hit. Post-2026: workspace isolation (not org). Supports all active Claude models; ZDR eligible.",{"title":45,"searchDepth":46,"depth":46,"links":7407},[7408,7409,7410],{"id":7368,"depth":46,"text":7369},{"id":7390,"depth":46,"text":7391},{"id":7397,"depth":46,"text":7398},[52],{"content_references":7413,"triage":7417},[7414],{"type":7089,"title":7415,"url":7416,"context":62},"Claude Mythos Preview","https:\u002F\u002Fanthropic.com\u002Fglasswing",{"relevance":71,"novelty":73,"quality":73,"actionability":71,"composite":7343,"reasoning":7418},"Category: AI & LLMs. The article provides a detailed guide on implementing prompt prefix caching in the Claude API, addressing a specific pain point for developers looking to optimize costs in AI applications. It includes practical steps and examples that can be directly applied to enhance efficiency and reduce expenses.","\u002Fsummaries\u002Fe9e39426a0d8260e-slash-claude-costs-90-with-prompt-prefix-caching-summary","2026-04-16 03:04:26",{"title":7358,"description":45},{"loc":7419},"e9e39426a0d8260e","__oneoff__","https:\u002F\u002Fdocs.anthropic.com\u002Fen\u002Fdocs\u002Fbuild-with-claude\u002Fprompt-caching","summaries\u002Fe9e39426a0d8260e-slash-claude-costs-90-with-prompt-prefix-caching-summary",[87,88,89],"Cache prompt prefixes in Anthropic's Claude API to process repetitive static content at 10% of base input cost on hits, with automatic mode for chats and explicit for control—minimum 1024-4096 tokens per model.",[],"VxK33IUq267OCHhrCWAuR2sajOZ9cnZtxzWI13-TDaE"]