[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-fa160d318bd1b440-consistency-formula-identity-shift-environment-sta-summary":3,"summaries-facets-categories":97,"summary-related-fa160d318bd1b440-consistency-formula-identity-shift-environment-sta-summary":7001},{"id":4,"title":5,"ai":6,"body":13,"categories":54,"created_at":56,"date_modified":56,"description":47,"extension":57,"faq":56,"featured":58,"kicker_label":56,"meta":59,"navigation":80,"path":81,"published_at":82,"question":56,"scraped_at":83,"seo":84,"sitemap":85,"source_id":86,"source_name":64,"source_type":87,"source_url":88,"stem":89,"tags":90,"thumbnail_url":56,"tldr":94,"tweet":56,"unknown_tags":95,"__hash__":96},"summaries\u002Fsummaries\u002Ffa160d318bd1b440-consistency-formula-identity-shift-environment-sta-summary.md","Consistency Formula: Identity Shift + Environment + Stakes + Time",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",7318,1701,20226,0.00229145,{"type":14,"value":15,"toc":46},"minimark",[16,21,25,29,32,36,39,43],[17,18,20],"h2",{"id":19},"adopt-the-identity-of-your-future-self","Adopt the Identity of Your Future Self",[22,23,24],"p",{},"Shift from willpower struggles to an identity upgrade using the 300% rule: 100% clarity on who you need to become (e.g., 'Who loses 50 lbs? How do they eat at restaurants or travel?'), 100% self-belief that you're worthy of the result, and 100% consistency in holding that belief. You don't get what you want—you get who you are. Dan Martell credits this for visible abs, 3 company exits, scaling past $100M revenue, and completing a half-dozen Ironmans. Act like the successful person first: fake it till results compound, avoiding half-measures like casual gym visits without the full identity.",[17,26,28],{"id":27},"design-environment-to-eliminate-decisions","Design Environment to Eliminate Decisions",[22,30,31],{},"Make good actions effortless and bad ones inconvenient—'easier to avoid the dragon than slay it.' Steps: (1) Note the last failed habit and why (e.g., no gym clothes ready); (2) remove friction (prep gym bag by bed, hide snacks in basement or don't buy them, buy 3 synced Kindles for constant access); (3) calendar the exact time tomorrow. Examples: meal prep service for better eating, app blockers or phone in another room for less scrolling, commit to a gym partner. Result: no decisions means no quitting. Martell offers a 'Perfect Week Template' for weekly design (DM 'YouTube week' on IG).",[17,33,35],{"id":34},"enforce-accountability-with-high-stakes","Enforce Accountability with High Stakes",[22,37,38],{},"Public commitments turn wishes into debts—people avoid public failure more than self-disappointment. Steps: (1) Pick a big reward (e.g., Bali trip); (2) match with painful consequence (team member Jen risked firing to lose 20% body fat in 5 months, succeeded via DEXA scans\u002Fmeal prep; Martell entered speedo fitness competition or gave $ to a disliked person); (3) tell someone today, sharing goal + reward + consequence (text, post on socials). Gary Vee's public Jets goal creates daily accountability. Enrolls others, inspires action—quitting now costs socially and financially.",[17,40,42],{"id":41},"let-time-compound-with-never-miss-twice","Let Time Compound with 'Never Miss Twice'",[22,44,45],{},"Success isn't 10x effort but 10% more consistency over time—80% meal adherence to 90% yields results; 1% daily improvement = 37x yearly growth. Be impatient with actions, patient with results (Naval Ravikant). Martell's 11-year weekly YouTube streak built 2.2M followers; John Maxwell's bestseller was his 13th book after 52 years writing (now 92 books). Steps for unbreakable habit: (1) Pick one daily keystone habit (e.g., early wake-up, workout); (2) mark today's date as Day 1; (3) never miss 2 days in a row (prevents spirals like gradual 30lb gain); (4) break into chapters—Days 1-90 (survive ugly), 91-365 (momentum), 365-1000 (compounding)—celebrate each publicly. Compounding rewards persistence, not talent.",{"title":47,"searchDepth":48,"depth":48,"links":49},"",2,[50,51,52,53],{"id":19,"depth":48,"text":20},{"id":27,"depth":48,"text":28},{"id":34,"depth":48,"text":35},{"id":41,"depth":48,"text":42},[55],"Business & SaaS",null,"md",false,{"content_references":60,"triage":75},[61,67,71],{"type":62,"title":63,"author":64,"url":65,"context":66},"book","Buy Back Your Time","Dan Martell","https:\u002F\u002Fbit.ly\u002F3pCTG78","recommended",{"type":62,"title":68,"author":69,"context":70},"21 Irrefutable Laws of Leadership","John Maxwell","mentioned",{"type":72,"title":73,"url":74,"context":66},"other","Perfect Week Template","https:\u002F\u002Fgo.danmartell.com\u002F4cNxWvx",{"relevance":76,"novelty":77,"quality":76,"actionability":76,"composite":78,"reasoning":79},4,3,3.8,"Category: Product Strategy. The article provides actionable strategies for personal and professional growth that can be applied by indie builders and technical founders to enhance their productivity and accountability. It emphasizes practical steps like designing environments for success and leveraging public commitments, which directly address the audience's pain points.",true,"\u002Fsummaries\u002Ffa160d318bd1b440-consistency-formula-identity-shift-environment-sta-summary","2026-05-04 13:00:19","2026-05-04 16:12:04",{"title":5,"description":47},{"loc":81},"e7ac3c979bb8a917","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=Aq6kt7qaylw","summaries\u002Ffa160d318bd1b440-consistency-formula-identity-shift-environment-sta-summary",[91,92,93],"indie-hacking","growth","product-strategy","You don't lack discipline—upgrade your identity (300% rule: clarity + belief + consistency), design environment to ease good habits\u002Fmake bad ones hard, add public stakes (big reward + painful consequence), and let time compound with 'never miss twice' rule.",[],"L8DVCpY-Ba6EfGO7UzxFDGT1K4hpFOTRW1HmX8mcBlY",[98,101,104,106,108,110,113,116,118,120,122,124,127,129,131,133,135,138,140,142,144,146,149,152,154,156,158,160,162,164,166,168,170,172,174,176,178,180,182,184,186,188,190,192,194,196,198,201,203,205,207,209,211,213,215,217,219,221,223,225,227,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,271,273,275,277,279,281,283,285,287,289,291,293,295,297,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,365,367,369,371,373,375,377,379,381,383,385,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,421,423,425,427,429,431,433,435,437,439,441,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,503,505,507,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,549,551,553,555,557,559,561,563,565,567,569,571,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,861,863,865,867,869,872,874,876,878,880,882,884,886,888,890,892,894,896,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999],{"categories":99},[100],"AI & LLMs",{"categories":102},[103],"Developer Productivity",{"categories":105},[100],{"categories":107},[55],{"categories":109},[100],{"categories":111},[112],"AI Automation",{"categories":114},[115],"Product Strategy",{"categories":117},[112],{"categories":119},[100],{"categories":121},[103],{"categories":123},[112],{"categories":125},[126],"Software Engineering",{"categories":128},[100],{"categories":130},[55],{"categories":132},[],{"categories":134},[100],{"categories":136},[137],"Inference & Serving",{"categories":139},[100],{"categories":141},[100],{"categories":143},[112],{"categories":145},[],{"categories":147},[148],"AI News & Trends",{"categories":150},[151],"Data Science & Visualization",{"categories":153},[112],{"categories":155},[100],{"categories":157},[100],{"categories":159},[55],{"categories":161},[103],{"categories":163},[100],{"categories":165},[112],{"categories":167},[148],{"categories":169},[100],{"categories":171},[112],{"categories":173},[112],{"categories":175},[100],{"categories":177},[100],{"categories":179},[112],{"categories":181},[100],{"categories":183},[100],{"categories":185},[100],{"categories":187},[112],{"categories":189},[148],{"categories":191},[100],{"categories":193},[100],{"categories":195},[100],{"categories":197},[],{"categories":199},[200],"Design & Frontend",{"categories":202},[151],{"categories":204},[148],{"categories":206},[100],{"categories":208},[100],{"categories":210},[100],{"categories":212},[],{"categories":214},[100],{"categories":216},[100],{"categories":218},[112],{"categories":220},[126],{"categories":222},[100],{"categories":224},[112],{"categories":226},[100],{"categories":228},[229],"Marketing & Growth",{"categories":231},[200],{"categories":233},[100],{"categories":235},[112],{"categories":237},[100],{"categories":239},[100],{"categories":241},[126],{"categories":243},[100],{"categories":245},[],{"categories":247},[],{"categories":249},[200],{"categories":251},[100],{"categories":253},[112],{"categories":255},[103],{"categories":257},[126],{"categories":259},[112],{"categories":261},[200],{"categories":263},[115],{"categories":265},[100],{"categories":267},[126],{"categories":269},[270],"DevOps & Cloud",{"categories":272},[112],{"categories":274},[115],{"categories":276},[148],{"categories":278},[100],{"categories":280},[],{"categories":282},[100],{"categories":284},[100],{"categories":286},[],{"categories":288},[112],{"categories":290},[126],{"categories":292},[],{"categories":294},[126],{"categories":296},[100],{"categories":298},[299],"Governance & Standards",{"categories":301},[55],{"categories":303},[],{"categories":305},[],{"categories":307},[100],{"categories":309},[100],{"categories":311},[112],{"categories":313},[100],{"categories":315},[100],{"categories":317},[112],{"categories":319},[100],{"categories":321},[100],{"categories":323},[100],{"categories":325},[],{"categories":327},[126],{"categories":329},[],{"categories":331},[],{"categories":333},[100],{"categories":335},[126],{"categories":337},[],{"categories":339},[126],{"categories":341},[100],{"categories":343},[100],{"categories":345},[229],{"categories":347},[100],{"categories":349},[100],{"categories":351},[100],{"categories":353},[200],{"categories":355},[200],{"categories":357},[100],{"categories":359},[126],{"categories":361},[112],{"categories":363},[364],"GovTech & Public-Sector Adoption",{"categories":366},[126],{"categories":368},[100],{"categories":370},[100],{"categories":372},[100],{"categories":374},[112],{"categories":376},[112],{"categories":378},[151],{"categories":380},[100],{"categories":382},[148],{"categories":384},[112],{"categories":386},[387],"Legal AI Tools",{"categories":389},[100],{"categories":391},[112],{"categories":393},[100],{"categories":395},[229],{"categories":397},[112],{"categories":399},[115],{"categories":401},[100],{"categories":403},[126],{"categories":405},[364],{"categories":407},[],{"categories":409},[112],{"categories":411},[],{"categories":413},[55],{"categories":415},[112],{"categories":417},[112],{"categories":419},[420],"RAG & Retrieval",{"categories":422},[55],{"categories":424},[100],{"categories":426},[126],{"categories":428},[126],{"categories":430},[270],{"categories":432},[200],{"categories":434},[112],{"categories":436},[100],{"categories":438},[100],{"categories":440},[],{"categories":442},[443],"Agents & Orchestration",{"categories":445},[126],{"categories":447},[100],{"categories":449},[],{"categories":451},[112],{"categories":453},[55],{"categories":455},[],{"categories":457},[100],{"categories":459},[],{"categories":461},[100],{"categories":463},[103],{"categories":465},[126],{"categories":467},[55],{"categories":469},[100],{"categories":471},[112],{"categories":473},[100],{"categories":475},[148],{"categories":477},[100],{"categories":479},[],{"categories":481},[100],{"categories":483},[],{"categories":485},[100],{"categories":487},[126],{"categories":489},[100],{"categories":491},[112],{"categories":493},[151],{"categories":495},[],{"categories":497},[100],{"categories":499},[200],{"categories":501},[502],"Models & Frontier Labs",{"categories":504},[],{"categories":506},[200],{"categories":508},[509],"Regulation & Governance of AI",{"categories":511},[115],{"categories":513},[112],{"categories":515},[],{"categories":517},[100],{"categories":519},[100],{"categories":521},[112],{"categories":523},[112],{"categories":525},[148],{"categories":527},[100],{"categories":529},[55],{"categories":531},[100],{"categories":533},[112],{"categories":535},[],{"categories":537},[126],{"categories":539},[112],{"categories":541},[100],{"categories":543},[115],{"categories":545},[100],{"categories":547},[548],"AI Policy & Regulation",{"categories":550},[],{"categories":552},[100],{"categories":554},[112],{"categories":556},[115],{"categories":558},[112],{"categories":560},[100],{"categories":562},[100],{"categories":564},[100],{"categories":566},[112],{"categories":568},[],{"categories":570},[151],{"categories":572},[573],"Evals & Reliability",{"categories":575},[100],{"categories":577},[100],{"categories":579},[],{"categories":581},[103],{"categories":583},[364],{"categories":585},[548],{"categories":587},[100],{"categories":589},[55],{"categories":591},[100],{"categories":593},[112],{"categories":595},[100],{"categories":597},[112],{"categories":599},[443],{"categories":601},[100],{"categories":603},[126],{"categories":605},[100],{"categories":607},[],{"categories":609},[200],{"categories":611},[],{"categories":613},[100],{"categories":615},[364],{"categories":617},[100],{"categories":619},[100],{"categories":621},[100],{"categories":623},[],{"categories":625},[100],{"categories":627},[200],{"categories":629},[126],{"categories":631},[],{"categories":633},[100],{"categories":635},[],{"categories":637},[112],{"categories":639},[100],{"categories":641},[200],{"categories":643},[],{"categories":645},[100],{"categories":647},[100],{"categories":649},[151],{"categories":651},[112],{"categories":653},[100],{"categories":655},[55],{"categories":657},[112],{"categories":659},[100],{"categories":661},[100],{"categories":663},[126],{"categories":665},[200],{"categories":667},[100],{"categories":669},[112],{"categories":671},[],{"categories":673},[126],{"categories":675},[112],{"categories":677},[151],{"categories":679},[],{"categories":681},[100],{"categories":683},[148],{"categories":685},[100],{"categories":687},[],{"categories":689},[100],{"categories":691},[100],{"categories":693},[100],{"categories":695},[55,229],{"categories":697},[],{"categories":699},[126],{"categories":701},[100],{"categories":703},[100],{"categories":705},[112],{"categories":707},[100],{"categories":709},[],{"categories":711},[],{"categories":713},[100],{"categories":715},[200],{"categories":717},[100],{"categories":719},[],{"categories":721},[100],{"categories":723},[270],{"categories":725},[],{"categories":727},[112],{"categories":729},[148],{"categories":731},[100],{"categories":733},[100],{"categories":735},[200],{"categories":737},[],{"categories":739},[148],{"categories":741},[100],{"categories":743},[137],{"categories":745},[100],{"categories":747},[100],{"categories":749},[112],{"categories":751},[148],{"categories":753},[502],{"categories":755},[100],{"categories":757},[229],{"categories":759},[],{"categories":761},[112],{"categories":763},[55],{"categories":765},[126],{"categories":767},[100],{"categories":769},[112],{"categories":771},[],{"categories":773},[100,270],{"categories":775},[100],{"categories":777},[100],{"categories":779},[100],{"categories":781},[112],{"categories":783},[100,126],{"categories":785},[151],{"categories":787},[100],{"categories":789},[100],{"categories":791},[100],{"categories":793},[126],{"categories":795},[100],{"categories":797},[112],{"categories":799},[112],{"categories":801},[548],{"categories":803},[229],{"categories":805},[100],{"categories":807},[112],{"categories":809},[100],{"categories":811},[100],{"categories":813},[112],{"categories":815},[],{"categories":817},[112],{"categories":819},[100],{"categories":821},[100],{"categories":823},[112],{"categories":825},[100],{"categories":827},[100,55],{"categories":829},[100],{"categories":831},[55],{"categories":833},[],{"categories":835},[200],{"categories":837},[200],{"categories":839},[100],{"categories":841},[],{"categories":843},[],{"categories":845},[100],{"categories":847},[148],{"categories":849},[],{"categories":851},[103],{"categories":853},[100],{"categories":855},[126],{"categories":857},[100],{"categories":859},[860],"Generative UI & Design-to-Code",{"categories":862},[100],{"categories":864},[100],{"categories":866},[200],{"categories":868},[100],{"categories":870},[871],"Algorithmic Accountability",{"categories":873},[112],{"categories":875},[126],{"categories":877},[148],{"categories":879},[200],{"categories":881},[100],{"categories":883},[],{"categories":885},[115],{"categories":887},[100],{"categories":889},[100],{"categories":891},[100],{"categories":893},[100],{"categories":895},[112],{"categories":897},[898],"MLOps & Infrastructure",{"categories":900},[100],{"categories":902},[100],{"categories":904},[100],{"categories":906},[100],{"categories":908},[100],{"categories":910},[126],{"categories":912},[148],{"categories":914},[100],{"categories":916},[115],{"categories":918},[103],{"categories":920},[100],{"categories":922},[112],{"categories":924},[270],{"categories":926},[100],{"categories":928},[55],{"categories":930},[100],{"categories":932},[200],{"categories":934},[100],{"categories":936},[100],{"categories":938},[112],{"categories":940},[],{"categories":942},[],{"categories":944},[100],{"categories":946},[137],{"categories":948},[200],{"categories":950},[148],{"categories":952},[151],{"categories":954},[],{"categories":956},[100],{"categories":958},[100],{"categories":960},[55],{"categories":962},[112],{"categories":964},[100],{"categories":966},[100],{"categories":968},[100],{"categories":970},[100],{"categories":972},[148],{"categories":974},[137],{"categories":976},[100],{"categories":978},[200],{"categories":980},[100],{"categories":982},[],{"categories":984},[112],{"categories":986},[126],{"categories":988},[],{"categories":990},[100],{"categories":992},[100],{"categories":994},[112],{"categories":996},[126],{"categories":998},[100],{"categories":1000},[151],{"categories":1002},[200],{"categories":1004},[],{"categories":1006},[100],{"categories":1008},[],{"categories":1010},[100],{"categories":1012},[],{"categories":1014},[100],{"categories":1016},[100],{"categories":1018},[115],{"categories":1020},[55],{"categories":1022},[112],{"categories":1024},[112],{"categories":1026},[],{"categories":1028},[100],{"categories":1030},[103],{"categories":1032},[100],{"categories":1034},[100],{"categories":1036},[55],{"categories":1038},[148],{"categories":1040},[103],{"categories":1042},[],{"categories":1044},[100],{"categories":1046},[],{"categories":1048},[100],{"categories":1050},[],{"categories":1052},[148],{"categories":1054},[148],{"categories":1056},[],{"categories":1058},[443],{"categories":1060},[100],{"categories":1062},[200],{"categories":1064},[126],{"categories":1066},[],{"categories":1068},[387],{"categories":1070},[112],{"categories":1072},[55],{"categories":1074},[],{"categories":1076},[],{"categories":1078},[103],{"categories":1080},[151],{"categories":1082},[],{"categories":1084},[229],{"categories":1086},[112],{"categories":1088},[55],{"categories":1090},[112],{"categories":1092},[100],{"categories":1094},[55],{"categories":1096},[100],{"categories":1098},[126],{"categories":1100},[],{"categories":1102},[137],{"categories":1104},[115],{"categories":1106},[100],{"categories":1108},[200],{"categories":1110},[126],{"categories":1112},[55],{"categories":1114},[100],{"categories":1116},[126],{"categories":1118},[100],{"categories":1120},[112],{"categories":1122},[55],{"categories":1124},[100],{"categories":1126},[100],{"categories":1128},[100],{"categories":1130},[100],{"categories":1132},[100],{"categories":1134},[],{"categories":1136},[],{"categories":1138},[126],{"categories":1140},[151],{"categories":1142},[115],{"categories":1144},[100],{"categories":1146},[112],{"categories":1148},[126],{"categories":1150},[126],{"categories":1152},[100],{"categories":1154},[],{"categories":1156},[148],{"categories":1158},[115],{"categories":1160},[115],{"categories":1162},[126],{"categories":1164},[100],{"categories":1166},[573],{"categories":1168},[270],{"categories":1170},[],{"categories":1172},[112],{"categories":1174},[100],{"categories":1176},[],{"categories":1178},[103],{"categories":1180},[],{"categories":1182},[100],{"categories":1184},[100],{"categories":1186},[100],{"categories":1188},[200],{"categories":1190},[229],{"categories":1192},[100],{"categories":1194},[126],{"categories":1196},[100],{"categories":1198},[112],{"categories":1200},[],{"categories":1202},[126],{"categories":1204},[100],{"categories":1206},[103],{"categories":1208},[],{"categories":1210},[55],{"categories":1212},[100],{"categories":1214},[100],{"categories":1216},[148],{"categories":1218},[100,270],{"categories":1220},[100],{"categories":1222},[1223],"Design Systems for AI",{"categories":1225},[100],{"categories":1227},[100],{"categories":1229},[148],{"categories":1231},[100],{"categories":1233},[100],{"categories":1235},[100],{"categories":1237},[55],{"categories":1239},[100],{"categories":1241},[100],{"categories":1243},[100],{"categories":1245},[],{"categories":1247},[100],{"categories":1249},[100],{"categories":1251},[55],{"categories":1253},[100],{"categories":1255},[],{"categories":1257},[112],{"categories":1259},[112],{"categories":1261},[126],{"categories":1263},[148],{"categories":1265},[126],{"categories":1267},[100],{"categories":1269},[200],{"categories":1271},[148],{"categories":1273},[151],{"categories":1275},[100],{"categories":1277},[100],{"categories":1279},[112],{"categories":1281},[103],{"categories":1283},[548],{"categories":1285},[100],{"categories":1287},[112],{"categories":1289},[100],{"categories":1291},[126],{"categories":1293},[126],{"categories":1295},[],{"categories":1297},[],{"categories":1299},[100],{"categories":1301},[112],{"categories":1303},[115],{"categories":1305},[],{"categories":1307},[55],{"categories":1309},[100],{"categories":1311},[],{"categories":1313},[200],{"categories":1315},[126],{"categories":1317},[112],{"categories":1319},[126],{"categories":1321},[200],{"categories":1323},[100],{"categories":1325},[100],{"categories":1327},[200],{"categories":1329},[],{"categories":1331},[],{"categories":1333},[148],{"categories":1335},[112],{"categories":1337},[112],{"categories":1339},[100],{"categories":1341},[100],{"categories":1343},[100],{"categories":1345},[100],{"categories":1347},[55],{"categories":1349},[100],{"categories":1351},[100],{"categories":1353},[],{"categories":1355},[126],{"categories":1357},[126],{"categories":1359},[100],{"categories":1361},[126],{"categories":1363},[55],{"categories":1365},[],{"categories":1367},[100],{"categories":1369},[100],{"categories":1371},[100],{"categories":1373},[100],{"categories":1375},[100],{"categories":1377},[112],{"categories":1379},[103],{"categories":1381},[55],{"categories":1383},[100],{"categories":1385},[112],{"categories":1387},[148],{"categories":1389},[112],{"categories":1391},[137],{"categories":1393},[229],{"categories":1395},[100],{"categories":1397},[112],{"categories":1399},[100],{"categories":1401},[100],{"categories":1403},[100],{"categories":1405},[],{"categories":1407},[200],{"categories":1409},[],{"categories":1411},[100],{"categories":1413},[100],{"categories":1415},[],{"categories":1417},[100],{"categories":1419},[126],{"categories":1421},[55],{"categories":1423},[1424],"Visual & Generative Media",{"categories":1426},[112],{"categories":1428},[],{"categories":1430},[100],{"categories":1432},[100],{"categories":1434},[126],{"categories":1436},[270],{"categories":1438},[100],{"categories":1440},[151],{"categories":1442},[548],{"categories":1444},[126],{"categories":1446},[229],{"categories":1448},[100],{"categories":1450},[200],{"categories":1452},[100],{"categories":1454},[100],{"categories":1456},[126],{"categories":1458},[112],{"categories":1460},[100],{"categories":1462},[],{"categories":1464},[],{"categories":1466},[112],{"categories":1468},[126],{"categories":1470},[103],{"categories":1472},[112],{"categories":1474},[502],{"categories":1476},[100],{"categories":1478},[115],{"categories":1480},[100],{"categories":1482},[55],{"categories":1484},[],{"categories":1486},[100],{"categories":1488},[115],{"categories":1490},[100],{"categories":1492},[100],{"categories":1494},[100],{"categories":1496},[115],{"categories":1498},[100],{"categories":1500},[100],{"categories":1502},[229],{"categories":1504},[100],{"categories":1506},[443],{"categories":1508},[100],{"categories":1510},[112],{"categories":1512},[100],{"categories":1514},[100],{"categories":1516},[100],{"categories":1518},[100],{"categories":1520},[200],{"categories":1522},[112],{"categories":1524},[],{"categories":1526},[112],{"categories":1528},[],{"categories":1530},[270],{"categories":1532},[126],{"categories":1534},[],{"categories":1536},[502],{"categories":1538},[100],{"categories":1540},[112],{"categories":1542},[112],{"categories":1544},[100],{"categories":1546},[200,100],{"categories":1548},[103],{"categories":1550},[100],{"categories":1552},[200],{"categories":1554},[],{"categories":1556},[100],{"categories":1558},[103],{"categories":1560},[100],{"categories":1562},[1563],"Medical Imaging & Radiology",{"categories":1565},[100],{"categories":1567},[100],{"categories":1569},[100],{"categories":1571},[200],{"categories":1573},[112],{"categories":1575},[126],{"categories":1577},[],{"categories":1579},[100],{"categories":1581},[100],{"categories":1583},[100],{"categories":1585},[],{"categories":1587},[],{"categories":1589},[100],{"categories":1591},[100],{"categories":1593},[443],{"categories":1595},[100],{"categories":1597},[103],{"categories":1599},[100],{"categories":1601},[100],{"categories":1603},[],{"categories":1605},[112],{"categories":1607},[100],{"categories":1609},[115],{"categories":1611},[126],{"categories":1613},[100],{"categories":1615},[112],{"categories":1617},[443],{"categories":1619},[100],{"categories":1621},[112],{"categories":1623},[100],{"categories":1625},[100],{"categories":1627},[100],{"categories":1629},[200],{"categories":1631},[112],{"categories":1633},[270],{"categories":1635},[200],{"categories":1637},[55],{"categories":1639},[112],{"categories":1641},[148],{"categories":1643},[100],{"categories":1645},[100],{"categories":1647},[115],{"categories":1649},[100],{"categories":1651},[100],{"categories":1653},[100],{"categories":1655},[100],{"categories":1657},[112],{"categories":1659},[100],{"categories":1661},[126],{"categories":1663},[126],{"categories":1665},[100],{"categories":1667},[115],{"categories":1669},[],{"categories":1671},[148],{"categories":1673},[],{"categories":1675},[115],{"categories":1677},[112],{"categories":1679},[100],{"categories":1681},[112],{"categories":1683},[1223],{"categories":1685},[1223],{"categories":1687},[200],{"categories":1689},[100],{"categories":1691},[100],{"categories":1693},[100],{"categories":1695},[112],{"categories":1697},[126],{"categories":1699},[200],{"categories":1701},[112],{"categories":1703},[148],{"categories":1705},[],{"categories":1707},[100],{"categories":1709},[],{"categories":1711},[100],{"categories":1713},[100],{"categories":1715},[100],{"categories":1717},[100],{"categories":1719},[112],{"categories":1721},[1722],"Contract Review & E-Discovery",{"categories":1724},[100],{"categories":1726},[200],{"categories":1728},[100],{"categories":1730},[103],{"categories":1732},[100],{"categories":1734},[148],{"categories":1736},[100],{"categories":1738},[100],{"categories":1740},[229],{"categories":1742},[126],{"categories":1744},[100],{"categories":1746},[100],{"categories":1748},[112],{"categories":1750},[112],{"categories":1752},[871],{"categories":1754},[100],{"categories":1756},[100],{"categories":1758},[112],{"categories":1760},[112],{"categories":1762},[100],{"categories":1764},[100],{"categories":1766},[100],{"categories":1768},[112],{"categories":1770},[100],{"categories":1772},[100],{"categories":1774},[443],{"categories":1776},[420],{"categories":1778},[100],{"categories":1780},[112],{"categories":1782},[100],{"categories":1784},[1785],"Law-Firm Practice & Adoption",{"categories":1787},[100],{"categories":1789},[112],{"categories":1791},[200],{"categories":1793},[100],{"categories":1795},[100],{"categories":1797},[100],{"categories":1799},[],{"categories":1801},[],{"categories":1803},[126],{"categories":1805},[100],{"categories":1807},[],{"categories":1809},[112],{"categories":1811},[103],{"categories":1813},[270],{"categories":1815},[100],{"categories":1817},[],{"categories":1819},[103],{"categories":1821},[55],{"categories":1823},[100],{"categories":1825},[229],{"categories":1827},[],{"categories":1829},[55],{"categories":1831},[112],{"categories":1833},[55],{"categories":1835},[],{"categories":1837},[100],{"categories":1839},[115],{"categories":1841},[100],{"categories":1843},[126],{"categories":1845},[],{"categories":1847},[],{"categories":1849},[],{"categories":1851},[],{"categories":1853},[100],{"categories":1855},[115],{"categories":1857},[112],{"categories":1859},[270],{"categories":1861},[100],{"categories":1863},[103],{"categories":1865},[126],{"categories":1867},[100],{"categories":1869},[100],{"categories":1871},[126],{"categories":1873},[115],{"categories":1875},[100],{"categories":1877},[100],{"categories":1879},[100],{"categories":1881},[898],{"categories":1883},[100],{"categories":1885},[126],{"categories":1887},[100],{"categories":1889},[229],{"categories":1891},[126],{"categories":1893},[55],{"categories":1895},[100],{"categories":1897},[100],{"categories":1899},[100],{"categories":1901},[200],{"categories":1903},[100],{"categories":1905},[100],{"categories":1907},[100],{"categories":1909},[100],{"categories":1911},[55],{"categories":1913},[112],{"categories":1915},[100,103],{"categories":1917},[443],{"categories":1919},[100],{"categories":1921},[100],{"categories":1923},[126],{"categories":1925},[126],{"categories":1927},[200],{"categories":1929},[112],{"categories":1931},[112],{"categories":1933},[126],{"categories":1935},[100],{"categories":1937},[100],{"categories":1939},[100],{"categories":1941},[],{"categories":1943},[],{"categories":1945},[100],{"categories":1947},[151],{"categories":1949},[100],{"categories":1951},[112],{"categories":1953},[],{"categories":1955},[100],{"categories":1957},[100],{"categories":1959},[126],{"categories":1961},[151],{"categories":1963},[148],{"categories":1965},[200],{"categories":1967},[100],{"categories":1969},[112],{"categories":1971},[100],{"categories":1973},[126],{"categories":1975},[],{"categories":1977},[112],{"categories":1979},[100],{"categories":1981},[100],{"categories":1983},[100],{"categories":1985},[100],{"categories":1987},[],{"categories":1989},[112],{"categories":1991},[100],{"categories":1993},[100],{"categories":1995},[100],{"categories":1997},[],{"categories":1999},[112],{"categories":2001},[100],{"categories":2003},[100],{"categories":2005},[55],{"categories":2007},[100],{"categories":2009},[100],{"categories":2011},[],{"categories":2013},[103],{"categories":2015},[100],{"categories":2017},[100],{"categories":2019},[100],{"categories":2021},[200],{"categories":2023},[100],{"categories":2025},[126],{"categories":2027},[100],{"categories":2029},[103],{"categories":2031},[100],{"categories":2033},[126],{"categories":2035},[229],{"categories":2037},[112],{"categories":2039},[112],{"categories":2041},[100],{"categories":2043},[100],{"categories":2045},[100,200],{"categories":2047},[100],{"categories":2049},[112],{"categories":2051},[148],{"categories":2053},[100],{"categories":2055},[148],{"categories":2057},[112],{"categories":2059},[200],{"categories":2061},[100],{"categories":2063},[],{"categories":2065},[126],{"categories":2067},[270],{"categories":2069},[200],{"categories":2071},[126],{"categories":2073},[100],{"categories":2075},[115],{"categories":2077},[100],{"categories":2079},[100],{"categories":2081},[112],{"categories":2083},[],{"categories":2085},[],{"categories":2087},[100],{"categories":2089},[],{"categories":2091},[],{"categories":2093},[115],{"categories":2095},[126],{"categories":2097},[100],{"categories":2099},[112],{"categories":2101},[112],{"categories":2103},[55],{"categories":2105},[112],{"categories":2107},[270],{"categories":2109},[100],{"categories":2111},[100],{"categories":2113},[100],{"categories":2115},[137],{"categories":2117},[100],{"categories":2119},[100],{"categories":2121},[100],{"categories":2123},[126],{"categories":2125},[112],{"categories":2127},[100],{"categories":2129},[100],{"categories":2131},[126],{"categories":2133},[387],{"categories":2135},[112],{"categories":2137},[871],{"categories":2139},[],{"categories":2141},[200],{"categories":2143},[1785],{"categories":2145},[126],{"categories":2147},[],{"categories":2149},[],{"categories":2151},[100],{"categories":2153},[112],{"categories":2155},[],{"categories":2157},[],{"categories":2159},[100],{"categories":2161},[229],{"categories":2163},[100],{"categories":2165},[229],{"categories":2167},[112],{"categories":2169},[100],{"categories":2171},[100],{"categories":2173},[126],{"categories":2175},[115],{"categories":2177},[],{"categories":2179},[100],{"categories":2181},[100],{"categories":2183},[126],{"categories":2185},[1722],{"categories":2187},[200],{"categories":2189},[200],{"categories":2191},[100],{"categories":2193},[112],{"categories":2195},[103],{"categories":2197},[100],{"categories":2199},[100],{"categories":2201},[100],{"categories":2203},[100],{"categories":2205},[200],{"categories":2207},[200],{"categories":2209},[112],{"categories":2211},[112],{"categories":2213},[112],{"categories":2215},[100],{"categories":2217},[100],{"categories":2219},[],{"categories":2221},[100],{"categories":2223},[],{"categories":2225},[2226],"Interaction & Product Design",{"categories":2228},[100],{"categories":2230},[112],{"categories":2232},[126],{"categories":2234},[299],{"categories":2236},[148],{"categories":2238},[126],{"categories":2240},[100],{"categories":2242},[100],{"categories":2244},[100],{"categories":2246},[126],{"categories":2248},[100],{"categories":2250},[103],{"categories":2252},[112],{"categories":2254},[100],{"categories":2256},[],{"categories":2258},[112],{"categories":2260},[112],{"categories":2262},[112],{"categories":2264},[],{"categories":2266},[126],{"categories":2268},[100],{"categories":2270},[112],{"categories":2272},[103],{"categories":2274},[2226],{"categories":2276},[100],{"categories":2278},[103],{"categories":2280},[103],{"categories":2282},[],{"categories":2284},[112],{"categories":2286},[126],{"categories":2288},[],{"categories":2290},[112],{"categories":2292},[148],{"categories":2294},[100],{"categories":2296},[112],{"categories":2298},[100],{"categories":2300},[112],{"categories":2302},[112],{"categories":2304},[100],{"categories":2306},[100],{"categories":2308},[148],{"categories":2310},[151],{"categories":2312},[100],{"categories":2314},[115],{"categories":2316},[126],{"categories":2318},[2319],"Coding Agents & Dev Productivity",{"categories":2321},[148],{"categories":2323},[200],{"categories":2325},[100],{"categories":2327},[100],{"categories":2329},[],{"categories":2331},[100],{"categories":2333},[871],{"categories":2335},[],{"categories":2337},[100],{"categories":2339},[100],{"categories":2341},[270],{"categories":2343},[100],{"categories":2345},[148],{"categories":2347},[],{"categories":2349},[],{"categories":2351},[100],{"categories":2353},[],{"categories":2355},[112],{"categories":2357},[100],{"categories":2359},[],{"categories":2361},[126],{"categories":2363},[126],{"categories":2365},[100],{"categories":2367},[151],{"categories":2369},[],{"categories":2371},[100],{"categories":2373},[100],{"categories":2375},[100],{"categories":2377},[151],{"categories":2379},[126],{"categories":2381},[112],{"categories":2383},[],{"categories":2385},[],{"categories":2387},[100],{"categories":2389},[100],{"categories":2391},[112],{"categories":2393},[112],{"categories":2395},[364],{"categories":2397},[126],{"categories":2399},[126],{"categories":2401},[112],{"categories":2403},[148],{"categories":2405},[148],{"categories":2407},[112],{"categories":2409},[112],{"categories":2411},[100],{"categories":2413},[103],{"categories":2415},[2226],{"categories":2417},[115],{"categories":2419},[100,270],{"categories":2421},[151],{"categories":2423},[],{"categories":2425},[200],{"categories":2427},[112],{"categories":2429},[126],{"categories":2431},[103],{"categories":2433},[100],{"categories":2435},[112],{"categories":2437},[2438],"The Designer's Role & Craft",{"categories":2440},[200],{"categories":2442},[],{"categories":2444},[112],{"categories":2446},[100],{"categories":2448},[112],{"categories":2450},[112],{"categories":2452},[100],{"categories":2454},[229],{"categories":2456},[100],{"categories":2458},[126],{"categories":2460},[100],{"categories":2462},[200],{"categories":2464},[100],{"categories":2466},[],{"categories":2468},[112],{"categories":2470},[200],{"categories":2472},[115],{"categories":2474},[100],{"categories":2476},[100],{"categories":2478},[100],{"categories":2480},[2481],"AI UX Patterns",{"categories":2483},[112],{"categories":2485},[112],{"categories":2487},[112],{"categories":2489},[112],{"categories":2491},[229],{"categories":2493},[151],{"categories":2495},[100],{"categories":2497},[112],{"categories":2499},[100],{"categories":2501},[1223],{"categories":2503},[],{"categories":2505},[229],{"categories":2507},[112],{"categories":2509},[148],{"categories":2511},[126],{"categories":2513},[100],{"categories":2515},[112],{"categories":2517},[],{"categories":2519},[],{"categories":2521},[100],{"categories":2523},[100],{"categories":2525},[112],{"categories":2527},[100],{"categories":2529},[112],{"categories":2531},[364],{"categories":2533},[200],{"categories":2535},[100],{"categories":2537},[148],{"categories":2539},[126],{"categories":2541},[100],{"categories":2543},[112],{"categories":2545},[112],{"categories":2547},[],{"categories":2549},[100],{"categories":2551},[],{"categories":2553},[100],{"categories":2555},[],{"categories":2557},[100],{"categories":2559},[100],{"categories":2561},[100],{"categories":2563},[112],{"categories":2565},[126],{"categories":2567},[],{"categories":2569},[],{"categories":2571},[151],{"categories":2573},[137],{"categories":2575},[100],{"categories":2577},[100],{"categories":2579},[100],{"categories":2581},[151],{"categories":2583},[100],{"categories":2585},[100],{"categories":2587},[148],{"categories":2589},[100],{"categories":2591},[100],{"categories":2593},[100],{"categories":2595},[112],{"categories":2597},[100],{"categories":2599},[112],{"categories":2601},[100],{"categories":2603},[100],{"categories":2605},[100],{"categories":2607},[112],{"categories":2609},[],{"categories":2611},[100],{"categories":2613},[],{"categories":2615},[100],{"categories":2617},[100],{"categories":2619},[270],{"categories":2621},[100],{"categories":2623},[],{"categories":2625},[],{"categories":2627},[200],{"categories":2629},[898],{"categories":2631},[112],{"categories":2633},[103],{"categories":2635},[2438],{"categories":2637},[],{"categories":2639},[],{"categories":2641},[100],{"categories":2643},[],{"categories":2645},[],{"categories":2647},[126],{"categories":2649},[148],{"categories":2651},[229],{"categories":2653},[112],{"categories":2655},[55],{"categories":2657},[100],{"categories":2659},[100],{"categories":2661},[55],{"categories":2663},[],{"categories":2665},[200],{"categories":2667},[115],{"categories":2669},[100],{"categories":2671},[100],{"categories":2673},[112],{"categories":2675},[55],{"categories":2677},[100],{"categories":2679},[100],{"categories":2681},[103],{"categories":2683},[100],{"categories":2685},[100],{"categories":2687},[],{"categories":2689},[103],{"categories":2691},[100],{"categories":2693},[229],{"categories":2695},[112],{"categories":2697},[148],{"categories":2699},[100],{"categories":2701},[126],{"categories":2703},[100],{"categories":2705},[100],{"categories":2707},[55],{"categories":2709},[100],{"categories":2711},[100],{"categories":2713},[100],{"categories":2715},[112],{"categories":2717},[100],{"categories":2719},[],{"categories":2721},[100],{"categories":2723},[126],{"categories":2725},[103],{"categories":2727},[100],{"categories":2729},[100],{"categories":2731},[100],{"categories":2733},[],{"categories":2735},[100],{"categories":2737},[443],{"categories":2739},[112],{"categories":2741},[55],{"categories":2743},[148],{"categories":2745},[100],{"categories":2747},[100],{"categories":2749},[],{"categories":2751},[55],{"categories":2753},[55],{"categories":2755},[100],{"categories":2757},[100],{"categories":2759},[115],{"categories":2761},[100],{"categories":2763},[100],{"categories":2765},[100],{"categories":2767},[100],{"categories":2769},[126],{"categories":2771},[126],{"categories":2773},[100],{"categories":2775},[],{"categories":2777},[126],{"categories":2779},[100],{"categories":2781},[126],{"categories":2783},[112],{"categories":2785},[548],{"categories":2787},[],{"categories":2789},[],{"categories":2791},[100],{"categories":2793},[148],{"categories":2795},[],{"categories":2797},[270],{"categories":2799},[100],{"categories":2801},[100],{"categories":2803},[100],{"categories":2805},[200],{"categories":2807},[860],{"categories":2809},[],{"categories":2811},[100],{"categories":2813},[100],{"categories":2815},[100],{"categories":2817},[126],{"categories":2819},[100],{"categories":2821},[100],{"categories":2823},[100,270],{"categories":2825},[100],{"categories":2827},[100],{"categories":2829},[200],{"categories":2831},[112],{"categories":2833},[],{"categories":2835},[112],{"categories":2837},[112],{"categories":2839},[100],{"categories":2841},[100],{"categories":2843},[100],{"categories":2845},[100],{"categories":2847},[151],{"categories":2849},[100],{"categories":2851},[2481],{"categories":2853},[103],{"categories":2855},[151],{"categories":2857},[103],{"categories":2859},[126],{"categories":2861},[200],{"categories":2863},[112],{"categories":2865},[100],{"categories":2867},[],{"categories":2869},[55],{"categories":2871},[100],{"categories":2873},[100],{"categories":2875},[148],{"categories":2877},[100],{"categories":2879},[100],{"categories":2881},[100],{"categories":2883},[112],{"categories":2885},[100],{"categories":2887},[100],{"categories":2889},[100],{"categories":2891},[55],{"categories":2893},[],{"categories":2895},[270],{"categories":2897},[100],{"categories":2899},[364],{"categories":2901},[200],{"categories":2903},[200],{"categories":2905},[126],{"categories":2907},[112],{"categories":2909},[100],{"categories":2911},[55],{"categories":2913},[148],{"categories":2915},[100],{"categories":2917},[100],{"categories":2919},[100],{"categories":2921},[200],{"categories":2923},[112],{"categories":2925},[112],{"categories":2927},[100],{"categories":2929},[100],{"categories":2931},[502],{"categories":2933},[112],{"categories":2935},[],{"categories":2937},[100],{"categories":2939},[100],{"categories":2941},[100],{"categories":2943},[],{"categories":2945},[],{"categories":2947},[100],{"categories":2949},[100],{"categories":2951},[112],{"categories":2953},[100],{"categories":2955},[100],{"categories":2957},[100],{"categories":2959},[126],{"categories":2961},[100],{"categories":2963},[100],{"categories":2965},[112],{"categories":2967},[100],{"categories":2969},[100],{"categories":2971},[100],{"categories":2973},[100],{"categories":2975},[100],{"categories":2977},[],{"categories":2979},[126],{"categories":2981},[151],{"categories":2983},[100],{"categories":2985},[112],{"categories":2987},[112],{"categories":2989},[100],{"categories":2991},[100],{"categories":2993},[],{"categories":2995},[],{"categories":2997},[100],{"categories":2999},[100],{"categories":3001},[100],{"categories":3003},[148],{"categories":3005},[151],{"categories":3007},[],{"categories":3009},[100],{"categories":3011},[200],{"categories":3013},[100],{"categories":3015},[270],{"categories":3017},[1785],{"categories":3019},[148],{"categories":3021},[126],{"categories":3023},[100],{"categories":3025},[126],{"categories":3027},[126],{"categories":3029},[100],{"categories":3031},[100],{"categories":3033},[126],{"categories":3035},[148],{"categories":3037},[148],{"categories":3039},[270],{"categories":3041},[112],{"categories":3043},[],{"categories":3045},[148],{"categories":3047},[100],{"categories":3049},[112],{"categories":3051},[103],{"categories":3053},[126],{"categories":3055},[100],{"categories":3057},[148],{"categories":3059},[],{"categories":3061},[100],{"categories":3063},[126],{"categories":3065},[126],{"categories":3067},[151],{"categories":3069},[100],{"categories":3071},[148],{"categories":3073},[100],{"categories":3075},[126],{"categories":3077},[112],{"categories":3079},[112],{"categories":3081},[148],{"categories":3083},[112],{"categories":3085},[270],{"categories":3087},[112],{"categories":3089},[100],{"categories":3091},[100],{"categories":3093},[100],{"categories":3095},[100],{"categories":3097},[126],{"categories":3099},[100],{"categories":3101},[],{"categories":3103},[112],{"categories":3105},[55],{"categories":3107},[126],{"categories":3109},[],{"categories":3111},[],{"categories":3113},[100],{"categories":3115},[112],{"categories":3117},[100],{"categories":3119},[100],{"categories":3121},[3122],"Frameworks & Tooling",{"categories":3124},[100],{"categories":3126},[100],{"categories":3128},[126],{"categories":3130},[100],{"categories":3132},[100],{"categories":3134},[],{"categories":3136},[151],{"categories":3138},[151],{"categories":3140},[103],{"categories":3142},[100],{"categories":3144},[112],{"categories":3146},[100],{"categories":3148},[200],{"categories":3150},[],{"categories":3152},[1785],{"categories":3154},[100],{"categories":3156},[126],{"categories":3158},[100],{"categories":3160},[270],{"categories":3162},[270],{"categories":3164},[],{"categories":3166},[112],{"categories":3168},[112],{"categories":3170},[100],{"categories":3172},[100],{"categories":3174},[148],{"categories":3176},[112],{"categories":3178},[148],{"categories":3180},[100],{"categories":3182},[112],{"categories":3184},[],{"categories":3186},[200],{"categories":3188},[100],{"categories":3190},[100],{"categories":3192},[],{"categories":3194},[100],{"categories":3196},[112],{"categories":3198},[100],{"categories":3200},[100],{"categories":3202},[100],{"categories":3204},[],{"categories":3206},[126],{"categories":3208},[100],{"categories":3210},[126],{"categories":3212},[270],{"categories":3214},[100],{"categories":3216},[100],{"categories":3218},[100],{"categories":3220},[126],{"categories":3222},[55],{"categories":3224},[100],{"categories":3226},[1785],{"categories":3228},[],{"categories":3230},[112],{"categories":3232},[103],{"categories":3234},[100],{"categories":3236},[103],{"categories":3238},[100],{"categories":3240},[],{"categories":3242},[112],{"categories":3244},[100],{"categories":3246},[100],{"categories":3248},[3249],"AI Design Tooling",{"categories":3251},[200],{"categories":3253},[100],{"categories":3255},[100],{"categories":3257},[126],{"categories":3259},[200],{"categories":3261},[100],{"categories":3263},[100],{"categories":3265},[126],{"categories":3267},[148],{"categories":3269},[115],{"categories":3271},[126],{"categories":3273},[100],{"categories":3275},[100],{"categories":3277},[100],{"categories":3279},[112],{"categories":3281},[100],{"categories":3283},[],{"categories":3285},[112],{"categories":3287},[100],{"categories":3289},[100],{"categories":3291},[112],{"categories":3293},[100],{"categories":3295},[100],{"categories":3297},[100],{"categories":3299},[112],{"categories":3301},[],{"categories":3303},[112],{"categories":3305},[3122],{"categories":3307},[100],{"categories":3309},[100],{"categories":3311},[112],{"categories":3313},[112],{"categories":3315},[126],{"categories":3317},[126],{"categories":3319},[100],{"categories":3321},[],{"categories":3323},[126],{"categories":3325},[100],{"categories":3327},[100],{"categories":3329},[112],{"categories":3331},[55],{"categories":3333},[100],{"categories":3335},[],{"categories":3337},[100],{"categories":3339},[100],{"categories":3341},[2226],{"categories":3343},[],{"categories":3345},[100],{"categories":3347},[100],{"categories":3349},[100],{"categories":3351},[100],{"categories":3353},[200],{"categories":3355},[100],{"categories":3357},[],{"categories":3359},[100],{"categories":3361},[100],{"categories":3363},[100],{"categories":3365},[100],{"categories":3367},[229],{"categories":3369},[148],{"categories":3371},[100],{"categories":3373},[100],{"categories":3375},[1785],{"categories":3377},[103],{"categories":3379},[100],{"categories":3381},[100],{"categories":3383},[151],{"categories":3385},[100],{"categories":3387},[100],{"categories":3389},[148],{"categories":3391},[112],{"categories":3393},[],{"categories":3395},[100],{"categories":3397},[100],{"categories":3399},[200],{"categories":3401},[100],{"categories":3403},[229],{"categories":3405},[112],{"categories":3407},[100],{"categories":3409},[112],{"categories":3411},[],{"categories":3413},[],{"categories":3415},[],{"categories":3417},[103],{"categories":3419},[148],{"categories":3421},[112],{"categories":3423},[100],{"categories":3425},[100],{"categories":3427},[100],{"categories":3429},[100],{"categories":3431},[387],{"categories":3433},[200],{"categories":3435},[112],{"categories":3437},[100],{"categories":3439},[],{"categories":3441},[112],{"categories":3443},[112],{"categories":3445},[],{"categories":3447},[100],{"categories":3449},[112],{"categories":3451},[100],{"categories":3453},[],{"categories":3455},[100],{"categories":3457},[100],{"categories":3459},[100],{"categories":3461},[148],{"categories":3463},[200],{"categories":3465},[112],{"categories":3467},[200],{"categories":3469},[112],{"categories":3471},[100],{"categories":3473},[55],{"categories":3475},[],{"categories":3477},[],{"categories":3479},[100],{"categories":3481},[100],{"categories":3483},[100],{"categories":3485},[103],{"categories":3487},[112],{"categories":3489},[148],{"categories":3491},[],{"categories":3493},[200],{"categories":3495},[],{"categories":3497},[126],{"categories":3499},[100],{"categories":3501},[126],{"categories":3503},[200],{"categories":3505},[126],{"categories":3507},[100],{"categories":3509},[],{"categories":3511},[100],{"categories":3513},[100],{"categories":3515},[],{"categories":3517},[100],{"categories":3519},[100],{"categories":3521},[229],{"categories":3523},[100],{"categories":3525},[100],{"categories":3527},[270],{"categories":3529},[126],{"categories":3531},[100],{"categories":3533},[],{"categories":3535},[112],{"categories":3537},[100],{"categories":3539},[103],{"categories":3541},[502],{"categories":3543},[100],{"categories":3545},[100],{"categories":3547},[112],{"categories":3549},[100],{"categories":3551},[112],{"categories":3553},[100],{"categories":3555},[100],{"categories":3557},[100],{"categories":3559},[100],{"categories":3561},[],{"categories":3563},[100],{"categories":3565},[103],{"categories":3567},[100],{"categories":3569},[55],{"categories":3571},[126],{"categories":3573},[200],{"categories":3575},[],{"categories":3577},[100],{"categories":3579},[],{"categories":3581},[112],{"categories":3583},[100],{"categories":3585},[],{"categories":3587},[112],{"categories":3589},[100],{"categories":3591},[126],{"categories":3593},[200],{"categories":3595},[148],{"categories":3597},[100],{"categories":3599},[148],{"categories":3601},[112],{"categories":3603},[200],{"categories":3605},[100],{"categories":3607},[],{"categories":3609},[100],{"categories":3611},[137],{"categories":3613},[112],{"categories":3615},[100],{"categories":3617},[200],{"categories":3619},[148],{"categories":3621},[55],{"categories":3623},[126],{"categories":3625},[100],{"categories":3627},[100],{"categories":3629},[100],{"categories":3631},[100],{"categories":3633},[148],{"categories":3635},[229],{"categories":3637},[],{"categories":3639},[],{"categories":3641},[151],{"categories":3643},[443],{"categories":3645},[100],{"categories":3647},[112],{"categories":3649},[100,126],{"categories":3651},[148],{"categories":3653},[100],{"categories":3655},[100],{"categories":3657},[100],{"categories":3659},[100],{"categories":3661},[100],{"categories":3663},[100],{"categories":3665},[100],{"categories":3667},[112],{"categories":3669},[100],{"categories":3671},[112],{"categories":3673},[100],{"categories":3675},[100],{"categories":3677},[100],{"categories":3679},[],{"categories":3681},[100],{"categories":3683},[1223],{"categories":3685},[126],{"categories":3687},[200],{"categories":3689},[100],{"categories":3691},[100],{"categories":3693},[100],{"categories":3695},[151],{"categories":3697},[112],{"categories":3699},[229],{"categories":3701},[270],{"categories":3703},[],{"categories":3705},[126],{"categories":3707},[100],{"categories":3709},[55],{"categories":3711},[112],{"categories":3713},[103],{"categories":3715},[112],{"categories":3717},[100],{"categories":3719},[112],{"categories":3721},[112],{"categories":3723},[115],{"categories":3725},[126],{"categories":3727},[100],{"categories":3729},[100],{"categories":3731},[],{"categories":3733},[],{"categories":3735},[],{"categories":3737},[270],{"categories":3739},[100],{"categories":3741},[148],{"categories":3743},[100],{"categories":3745},[100],{"categories":3747},[100],{"categories":3749},[100],{"categories":3751},[],{"categories":3753},[100],{"categories":3755},[151],{"categories":3757},[55],{"categories":3759},[112],{"categories":3761},[100],{"categories":3763},[],{"categories":3765},[100],{"categories":3767},[112],{"categories":3769},[100],{"categories":3771},[270],{"categories":3773},[],{"categories":3775},[200],{"categories":3777},[200],{"categories":3779},[100],{"categories":3781},[112],{"categories":3783},[],{"categories":3785},[126],{"categories":3787},[100],{"categories":3789},[200],{"categories":3791},[100],{"categories":3793},[55],{"categories":3795},[112],{"categories":3797},[100],{"categories":3799},[],{"categories":3801},[148],{"categories":3803},[100],{"categories":3805},[100],{"categories":3807},[100],{"categories":3809},[200],{"categories":3811},[112],{"categories":3813},[148],{"categories":3815},[],{"categories":3817},[112],{"categories":3819},[55],{"categories":3821},[112],{"categories":3823},[200],{"categories":3825},[100],{"categories":3827},[100],{"categories":3829},[100],{"categories":3831},[443],{"categories":3833},[100],{"categories":3835},[112],{"categories":3837},[],{"categories":3839},[100],{"categories":3841},[100],{"categories":3843},[270],{"categories":3845},[148],{"categories":3847},[151],{"categories":3849},[548],{"categories":3851},[151],{"categories":3853},[151],{"categories":3855},[100],{"categories":3857},[],{"categories":3859},[],{"categories":3861},[],{"categories":3863},[112],{"categories":3865},[100],{"categories":3867},[112],{"categories":3869},[112],{"categories":3871},[126],{"categories":3873},[100],{"categories":3875},[420],{"categories":3877},[126],{"categories":3879},[112],{"categories":3881},[100],{"categories":3883},[100],{"categories":3885},[100],{"categories":3887},[100],{"categories":3889},[100],{"categories":3891},[112],{"categories":3893},[100],{"categories":3895},[],{"categories":3897},[],{"categories":3899},[100],{"categories":3901},[],{"categories":3903},[100],{"categories":3905},[112],{"categories":3907},[200],{"categories":3909},[100],{"categories":3911},[100],{"categories":3913},[],{"categories":3915},[112],{"categories":3917},[100],{"categories":3919},[100],{"categories":3921},[115],{"categories":3923},[100],{"categories":3925},[200],{"categories":3927},[100],{"categories":3929},[112],{"categories":3931},[55],{"categories":3933},[100],{"categories":3935},[100],{"categories":3937},[229],{"categories":3939},[112],{"categories":3941},[100],{"categories":3943},[100],{"categories":3945},[860],{"categories":3947},[100],{"categories":3949},[112],{"categories":3951},[100],{"categories":3953},[126],{"categories":3955},[100],{"categories":3957},[502],{"categories":3959},[200],{"categories":3961},[],{"categories":3963},[100],{"categories":3965},[100],{"categories":3967},[148],{"categories":3969},[443],{"categories":3971},[112],{"categories":3973},[100],{"categories":3975},[],{"categories":3977},[148],{"categories":3979},[364],{"categories":3981},[112],{"categories":3983},[112],{"categories":3985},[112],{"categories":3987},[100],{"categories":3989},[100],{"categories":3991},[112],{"categories":3993},[],{"categories":3995},[55],{"categories":3997},[100],{"categories":3999},[55],{"categories":4001},[112],{"categories":4003},[],{"categories":4005},[126],{"categories":4007},[100],{"categories":4009},[100],{"categories":4011},[103],{"categories":4013},[100],{"categories":4015},[148],{"categories":4017},[270],{"categories":4019},[137],{"categories":4021},[112],{"categories":4023},[112],{"categories":4025},[100],{"categories":4027},[100],{"categories":4029},[112],{"categories":4031},[100],{"categories":4033},[103],{"categories":4035},[],{"categories":4037},[112],{"categories":4039},[100],{"categories":4041},[100],{"categories":4043},[100],{"categories":4045},[112],{"categories":4047},[100],{"categories":4049},[],{"categories":4051},[100],{"categories":4053},[],{"categories":4055},[200],{"categories":4057},[112],{"categories":4059},[100,55],{"categories":4061},[112],{"categories":4063},[100],{"categories":4065},[],{"categories":4067},[103],{"categories":4069},[151],{"categories":4071},[55],{"categories":4073},[100],{"categories":4075},[126],{"categories":4077},[100],{"categories":4079},[100],{"categories":4081},[112],{"categories":4083},[100],{"categories":4085},[100],{"categories":4087},[100],{"categories":4089},[148],{"categories":4091},[1223],{"categories":4093},[112],{"categories":4095},[100],{"categories":4097},[],{"categories":4099},[],{"categories":4101},[100],{"categories":4103},[112],{"categories":4105},[100],{"categories":4107},[100],{"categories":4109},[270],{"categories":4111},[],{"categories":4113},[100],{"categories":4115},[112],{"categories":4117},[137],{"categories":4119},[112],{"categories":4121},[443],{"categories":4123},[],{"categories":4125},[387],{"categories":4127},[112],{"categories":4129},[100],{"categories":4131},[100],{"categories":4133},[229],{"categories":4135},[112],{"categories":4137},[100],{"categories":4139},[151],{"categories":4141},[115],{"categories":4143},[112],{"categories":4145},[100],{"categories":4147},[443],{"categories":4149},[100],{"categories":4151},[270],{"categories":4153},[55],{"categories":4155},[],{"categories":4157},[100],{"categories":4159},[100],{"categories":4161},[229],{"categories":4163},[200],{"categories":4165},[100],{"categories":4167},[100],{"categories":4169},[100],{"categories":4171},[],{"categories":4173},[229],{"categories":4175},[148],{"categories":4177},[100],{"categories":4179},[100],{"categories":4181},[100],{"categories":4183},[548],{"categories":4185},[103],{"categories":4187},[100],{"categories":4189},[115],{"categories":4191},[100],{"categories":4193},[],{"categories":4195},[],{"categories":4197},[200],{"categories":4199},[100],{"categories":4201},[151],{"categories":4203},[229],{"categories":4205},[112],{"categories":4207},[100],{"categories":4209},[100],{"categories":4211},[229],{"categories":4213},[148],{"categories":4215},[100],{"categories":4217},[],{"categories":4219},[100],{"categories":4221},[100],{"categories":4223},[],{"categories":4225},[100],{"categories":4227},[100],{"categories":4229},[573],{"categories":4231},[100],{"categories":4233},[100],{"categories":4235},[112],{"categories":4237},[126],{"categories":4239},[443],{"categories":4241},[100],{"categories":4243},[100],{"categories":4245},[100],{"categories":4247},[],{"categories":4249},[100,126],{"categories":4251},[148],{"categories":4253},[112],{"categories":4255},[126],{"categories":4257},[112],{"categories":4259},[898],{"categories":4261},[126],{"categories":4263},[126],{"categories":4265},[112],{"categories":4267},[100],{"categories":4269},[103],{"categories":4271},[],{"categories":4273},[],{"categories":4275},[112],{"categories":4277},[100],{"categories":4279},[126],{"categories":4281},[100],{"categories":4283},[103],{"categories":4285},[126],{"categories":4287},[126],{"categories":4289},[100],{"categories":4291},[229],{"categories":4293},[100],{"categories":4295},[126],{"categories":4297},[100],{"categories":4299},[],{"categories":4301},[100],{"categories":4303},[100],{"categories":4305},[200,100],{"categories":4307},[270],{"categories":4309},[103],{"categories":4311},[100],{"categories":4313},[],{"categories":4315},[100],{"categories":4317},[100],{"categories":4319},[55],{"categories":4321},[100],{"categories":4323},[55],{"categories":4325},[100],{"categories":4327},[100],{"categories":4329},[364],{"categories":4331},[100],{"categories":4333},[55],{"categories":4335},[126],{"categories":4337},[151],{"categories":4339},[112],{"categories":4341},[100],{"categories":4343},[126],{"categories":4345},[100],{"categories":4347},[100],{"categories":4349},[148],{"categories":4351},[229],{"categories":4353},[200],{"categories":4355},[100],{"categories":4357},[100],{"categories":4359},[100],{"categories":4361},[100],{"categories":4363},[103],{"categories":4365},[100],{"categories":4367},[112],{"categories":4369},[112],{"categories":4371},[126],{"categories":4373},[148],{"categories":4375},[126],{"categories":4377},[126],{"categories":4379},[100],{"categories":4381},[100],{"categories":4383},[],{"categories":4385},[],{"categories":4387},[151],{"categories":4389},[100],{"categories":4391},[126],{"categories":4393},[100],{"categories":4395},[200],{"categories":4397},[443],{"categories":4399},[387],{"categories":4401},[364],{"categories":4403},[100],{"categories":4405},[100],{"categories":4407},[100],{"categories":4409},[151],{"categories":4411},[100],{"categories":4413},[100],{"categories":4415},[100],{"categories":4417},[100],{"categories":4419},[100],{"categories":4421},[100],{"categories":4423},[100],{"categories":4425},[112],{"categories":4427},[103],{"categories":4429},[112],{"categories":4431},[100,55],{"categories":4433},[],{"categories":4435},[200],{"categories":4437},[],{"categories":4439},[115],{"categories":4441},[100],{"categories":4443},[148],{"categories":4445},[103],{"categories":4447},[100],{"categories":4449},[103],{"categories":4451},[112],{"categories":4453},[151],{"categories":4455},[112],{"categories":4457},[115],{"categories":4459},[112],{"categories":4461},[100],{"categories":4463},[100],{"categories":4465},[55],{"categories":4467},[112],{"categories":4469},[126],{"categories":4471},[229],{"categories":4473},[100],{"categories":4475},[100],{"categories":4477},[],{"categories":4479},[148],{"categories":4481},[100],{"categories":4483},[100],{"categories":4485},[100],{"categories":4487},[100],{"categories":4489},[100],{"categories":4491},[100],{"categories":4493},[126],{"categories":4495},[148],{"categories":4497},[126],{"categories":4499},[126],{"categories":4501},[100],{"categories":4503},[100],{"categories":4505},[100],{"categories":4507},[100],{"categories":4509},[387],{"categories":4511},[100],{"categories":4513},[112],{"categories":4515},[148],{"categories":4517},[100],{"categories":4519},[100],{"categories":4521},[100],{"categories":4523},[112],{"categories":4525},[100],{"categories":4527},[100],{"categories":4529},[100],{"categories":4531},[3122],{"categories":4533},[4534],"Clinical AI",{"categories":4536},[200],{"categories":4538},[100],{"categories":4540},[100],{"categories":4542},[100],{"categories":4544},[100],{"categories":4546},[270],{"categories":4548},[2481],{"categories":4550},[100],{"categories":4552},[115],{"categories":4554},[200],{"categories":4556},[100],{"categories":4558},[112],{"categories":4560},[100],{"categories":4562},[100],{"categories":4564},[148],{"categories":4566},[100],{"categories":4568},[112],{"categories":4570},[126],{"categories":4572},[229],{"categories":4574},[100],{"categories":4576},[100],{"categories":4578},[55],{"categories":4580},[100],{"categories":4582},[100],{"categories":4584},[502],{"categories":4586},[100],{"categories":4588},[],{"categories":4590},[112],{"categories":4592},[100],{"categories":4594},[126],{"categories":4596},[103],{"categories":4598},[100],{"categories":4600},[],{"categories":4602},[],{"categories":4604},[100],{"categories":4606},[],{"categories":4608},[55],{"categories":4610},[100],{"categories":4612},[100],{"categories":4614},[112],{"categories":4616},[100],{"categories":4618},[148],{"categories":4620},[148],{"categories":4622},[148],{"categories":4624},[148],{"categories":4626},[],{"categories":4628},[103],{"categories":4630},[112],{"categories":4632},[148],{"categories":4634},[100],{"categories":4636},[573],{"categories":4638},[115],{"categories":4640},[112],{"categories":4642},[100],{"categories":4644},[103],{"categories":4646},[100],{"categories":4648},[112],{"categories":4650},[100],{"categories":4652},[100],{"categories":4654},[100],{"categories":4656},[100,112],{"categories":4658},[112],{"categories":4660},[270],{"categories":4662},[148],{"categories":4664},[112],{"categories":4666},[148],{"categories":4668},[112],{"categories":4670},[100],{"categories":4672},[],{"categories":4674},[148],{"categories":4676},[229],{"categories":4678},[103],{"categories":4680},[100],{"categories":4682},[100],{"categories":4684},[],{"categories":4686},[126],{"categories":4688},[],{"categories":4690},[103],{"categories":4692},[112],{"categories":4694},[148],{"categories":4696},[100],{"categories":4698},[148],{"categories":4700},[103],{"categories":4702},[148],{"categories":4704},[148],{"categories":4706},[],{"categories":4708},[55],{"categories":4710},[112],{"categories":4712},[148],{"categories":4714},[148],{"categories":4716},[148],{"categories":4718},[148],{"categories":4720},[148],{"categories":4722},[148],{"categories":4724},[148],{"categories":4726},[148],{"categories":4728},[148],{"categories":4730},[148],{"categories":4732},[151],{"categories":4734},[103],{"categories":4736},[100],{"categories":4738},[100],{"categories":4740},[112],{"categories":4742},[112],{"categories":4744},[],{"categories":4746},[100],{"categories":4748},[100,103],{"categories":4750},[],{"categories":4752},[112],{"categories":4754},[100],{"categories":4756},[148],{"categories":4758},[112],{"categories":4760},[898],{"categories":4762},[100],{"categories":4764},[100],{"categories":4766},[100],{"categories":4768},[100],{"categories":4770},[100],{"categories":4772},[364],{"categories":4774},[100],{"categories":4776},[100],{"categories":4778},[112],{"categories":4780},[100],{"categories":4782},[100],{"categories":4784},[55],{"categories":4786},[115],{"categories":4788},[112],{"categories":4790},[112],{"categories":4792},[],{"categories":4794},[112],{"categories":4796},[200],{"categories":4798},[148],{"categories":4800},[100],{"categories":4802},[],{"categories":4804},[115],{"categories":4806},[],{"categories":4808},[126],{"categories":4810},[100],{"categories":4812},[112],{"categories":4814},[200],{"categories":4816},[100],{"categories":4818},[],{"categories":4820},[100],{"categories":4822},[100],{"categories":4824},[],{"categories":4826},[229],{"categories":4828},[100],{"categories":4830},[112],{"categories":4832},[],{"categories":4834},[],{"categories":4836},[148],{"categories":4838},[103],{"categories":4840},[100],{"categories":4842},[100],{"categories":4844},[55],{"categories":4846},[100],{"categories":4848},[100],{"categories":4850},[112],{"categories":4852},[100],{"categories":4854},[55],{"categories":4856},[55],{"categories":4858},[200],{"categories":4860},[],{"categories":4862},[100],{"categories":4864},[148],{"categories":4866},[],{"categories":4868},[100],{"categories":4870},[100],{"categories":4872},[200],{"categories":4874},[100],{"categories":4876},[100],{"categories":4878},[229],{"categories":4880},[100],{"categories":4882},[270],{"categories":4884},[],{"categories":4886},[112],{"categories":4888},[100],{"categories":4890},[229],{"categories":4892},[126],{"categories":4894},[],{"categories":4896},[100],{"categories":4898},[],{"categories":4900},[112],{"categories":4902},[200],{"categories":4904},[126],{"categories":4906},[],{"categories":4908},[3122],{"categories":4910},[55],{"categories":4912},[103],{"categories":4914},[100],{"categories":4916},[151],{"categories":4918},[112],{"categories":4920},[200],{"categories":4922},[100],{"categories":4924},[126],{"categories":4926},[],{"categories":4928},[],{"categories":4930},[100],{"categories":4932},[103],{"categories":4934},[100],{"categories":4936},[229],{"categories":4938},[],{"categories":4940},[112],{"categories":4942},[112],{"categories":4944},[100],{"categories":4946},[112],{"categories":4948},[100],{"categories":4950},[148],{"categories":4952},[126],{"categories":4954},[100],{"categories":4956},[112],{"categories":4958},[115],{"categories":4960},[100],{"categories":4962},[100],{"categories":4964},[100],{"categories":4966},[112],{"categories":4968},[100],{"categories":4970},[115],{"categories":4972},[229],{"categories":4974},[148],{"categories":4976},[],{"categories":4978},[229],{"categories":4980},[100],{"categories":4982},[],{"categories":4984},[126],{"categories":4986},[112],{"categories":4988},[],{"categories":4990},[100],{"categories":4992},[100],{"categories":4994},[100],{"categories":4996},[100],{"categories":4998},[100],{"categories":5000},[112],{"categories":5002},[55],{"categories":5004},[103],{"categories":5006},[112],{"categories":5008},[100],{"categories":5010},[200],{"categories":5012},[126],{"categories":5014},[126],{"categories":5016},[100],{"categories":5018},[151],{"categories":5020},[112],{"categories":5022},[100],{"categories":5024},[100],{"categories":5026},[112],{"categories":5028},[100],{"categories":5030},[100],{"categories":5032},[112],{"categories":5034},[55],{"categories":5036},[100],{"categories":5038},[200],{"categories":5040},[126],{"categories":5042},[112],{"categories":5044},[100],{"categories":5046},[115],{"categories":5048},[100],{"categories":5050},[112],{"categories":5052},[100],{"categories":5054},[100],{"categories":5056},[148],{"categories":5058},[100],{"categories":5060},[],{"categories":5062},[103],{"categories":5064},[100],{"categories":5066},[100],{"categories":5068},[100],{"categories":5070},[126],{"categories":5072},[126],{"categories":5074},[100],{"categories":5076},[126],{"categories":5078},[100],{"categories":5080},[112],{"categories":5082},[100],{"categories":5084},[100],{"categories":5086},[100],{"categories":5088},[100],{"categories":5090},[100],{"categories":5092},[],{"categories":5094},[100],{"categories":5096},[200],{"categories":5098},[112],{"categories":5100},[55],{"categories":5102},[148],{"categories":5104},[100],{"categories":5106},[112],{"categories":5108},[100],{"categories":5110},[112],{"categories":5112},[100],{"categories":5114},[100],{"categories":5116},[200],{"categories":5118},[112],{"categories":5120},[100],{"categories":5122},[229],{"categories":5124},[100],{"categories":5126},[151],{"categories":5128},[100],{"categories":5130},[100],{"categories":5132},[148],{"categories":5134},[100],{"categories":5136},[100],{"categories":5138},[100],{"categories":5140},[100],{"categories":5142},[112],{"categories":5144},[270],{"categories":5146},[100],{"categories":5148},[126],{"categories":5150},[112],{"categories":5152},[151],{"categories":5154},[],{"categories":5156},[112],{"categories":5158},[126],{"categories":5160},[100],{"categories":5162},[100],{"categories":5164},[2319],{"categories":5166},[200],{"categories":5168},[299],{"categories":5170},[100],{"categories":5172},[100],{"categories":5174},[100],{"categories":5176},[100],{"categories":5178},[103],{"categories":5180},[100],{"categories":5182},[100],{"categories":5184},[126],{"categories":5186},[55],{"categories":5188},[100],{"categories":5190},[126],{"categories":5192},[100],{"categories":5194},[],{"categories":5196},[112],{"categories":5198},[112],{"categories":5200},[100],{"categories":5202},[100],{"categories":5204},[100],{"categories":5206},[151],{"categories":5208},[],{"categories":5210},[148],{"categories":5212},[],{"categories":5214},[148],{"categories":5216},[100],{"categories":5218},[100],{"categories":5220},[112],{"categories":5222},[100],{"categories":5224},[112],{"categories":5226},[112],{"categories":5228},[],{"categories":5230},[100],{"categories":5232},[148],{"categories":5234},[100],{"categories":5236},[],{"categories":5238},[100],{"categories":5240},[100],{"categories":5242},[],{"categories":5244},[100],{"categories":5246},[100],{"categories":5248},[200],{"categories":5250},[126],{"categories":5252},[112],{"categories":5254},[100],{"categories":5256},[100],{"categories":5258},[100],{"categories":5260},[100],{"categories":5262},[229],{"categories":5264},[100],{"categories":5266},[100],{"categories":5268},[100],{"categories":5270},[103],{"categories":5272},[100],{"categories":5274},[100],{"categories":5276},[],{"categories":5278},[100],{"categories":5280},[100],{"categories":5282},[100],{"categories":5284},[],{"categories":5286},[103],{"categories":5288},[100],{"categories":5290},[100],{"categories":5292},[148],{"categories":5294},[126],{"categories":5296},[115],{"categories":5298},[112],{"categories":5300},[443],{"categories":5302},[100],{"categories":5304},[100],{"categories":5306},[100],{"categories":5308},[126],{"categories":5310},[148],{"categories":5312},[200],{"categories":5314},[100],{"categories":5316},[100],{"categories":5318},[100],{"categories":5320},[100],{"categories":5322},[148],{"categories":5324},[100],{"categories":5326},[200],{"categories":5328},[100],{"categories":5330},[100],{"categories":5332},[148],{"categories":5334},[200],{"categories":5336},[100],{"categories":5338},[148],{"categories":5340},[100],{"categories":5342},[112],{"categories":5344},[112],{"categories":5346},[112],{"categories":5348},[126],{"categories":5350},[148],{"categories":5352},[112],{"categories":5354},[112],{"categories":5356},[100],{"categories":5358},[126],{"categories":5360},[200],{"categories":5362},[100],{"categories":5364},[100],{"categories":5366},[112],{"categories":5368},[100],{"categories":5370},[],{"categories":5372},[112],{"categories":5374},[],{"categories":5376},[100],{"categories":5378},[100],{"categories":5380},[],{"categories":5382},[],{"categories":5384},[112],{"categories":5386},[55],{"categories":5388},[112],{"categories":5390},[5391],"Liability & Ethics",{"categories":5393},[100],{"categories":5395},[100],{"categories":5397},[100],{"categories":5399},[112],{"categories":5401},[103],{"categories":5403},[112],{"categories":5405},[55],{"categories":5407},[229],{"categories":5409},[112],{"categories":5411},[100],{"categories":5413},[100],{"categories":5415},[],{"categories":5417},[548],{"categories":5419},[112],{"categories":5421},[],{"categories":5423},[100],{"categories":5425},[103],{"categories":5427},[112],{"categories":5429},[],{"categories":5431},[112],{"categories":5433},[100],{"categories":5435},[100],{"categories":5437},[126],{"categories":5439},[100],{"categories":5441},[148],{"categories":5443},[100],{"categories":5445},[100],{"categories":5447},[115],{"categories":5449},[112],{"categories":5451},[100],{"categories":5453},[100],{"categories":5455},[100],{"categories":5457},[148],{"categories":5459},[112],{"categories":5461},[126],{"categories":5463},[200],{"categories":5465},[103],{"categories":5467},[100],{"categories":5469},[100],{"categories":5471},[100],{"categories":5473},[],{"categories":5475},[112],{"categories":5477},[112],{"categories":5479},[112],{"categories":5481},[443],{"categories":5483},[200],{"categories":5485},[112],{"categories":5487},[270],{"categories":5489},[126],{"categories":5491},[148],{"categories":5493},[100],{"categories":5495},[200],{"categories":5497},[100],{"categories":5499},[103],{"categories":5501},[],{"categories":5503},[112],{"categories":5505},[100],{"categories":5507},[100],{"categories":5509},[100],{"categories":5511},[100],{"categories":5513},[112],{"categories":5515},[100],{"categories":5517},[100],{"categories":5519},[200],{"categories":5521},[],{"categories":5523},[112],{"categories":5525},[115],{"categories":5527},[148],{"categories":5529},[112],{"categories":5531},[55],{"categories":5533},[],{"categories":5535},[100],{"categories":5537},[100],{"categories":5539},[115],{"categories":5541},[100],{"categories":5543},[112],{"categories":5545},[148],{"categories":5547},[103],{"categories":5549},[270],{"categories":5551},[100],{"categories":5553},[100],{"categories":5555},[100],{"categories":5557},[148],{"categories":5559},[55],{"categories":5561},[100],{"categories":5563},[200],{"categories":5565},[148],{"categories":5567},[270],{"categories":5569},[100],{"categories":5571},[112],{"categories":5573},[],{"categories":5575},[502],{"categories":5577},[],{"categories":5579},[100],{"categories":5581},[270],{"categories":5583},[100],{"categories":5585},[151],{"categories":5587},[100],{"categories":5589},[112],{"categories":5591},[112],{"categories":5593},[5594],"Design News & Tools",{"categories":5596},[100],{"categories":5598},[100],{"categories":5600},[148],{"categories":5602},[100],{"categories":5604},[100],{"categories":5606},[103],{"categories":5608},[112],{"categories":5610},[100],{"categories":5612},[200],{"categories":5614},[112],{"categories":5616},[112],{"categories":5618},[200],{"categories":5620},[100],{"categories":5622},[100],{"categories":5624},[443],{"categories":5626},[112],{"categories":5628},[100],{"categories":5630},[100],{"categories":5632},[443],{"categories":5634},[100],{"categories":5636},[229],{"categories":5638},[100],{"categories":5640},[112],{"categories":5642},[],{"categories":5644},[100],{"categories":5646},[100],{"categories":5648},[100],{"categories":5650},[148],{"categories":5652},[100],{"categories":5654},[103],{"categories":5656},[],{"categories":5658},[100],{"categories":5660},[100],{"categories":5662},[100],{"categories":5664},[126],{"categories":5666},[573],{"categories":5668},[126],{"categories":5670},[200],{"categories":5672},[100],{"categories":5674},[100,112],{"categories":5676},[229,55],{"categories":5678},[126],{"categories":5680},[100],{"categories":5682},[100],{"categories":5684},[100],{"categories":5686},[100],{"categories":5688},[],{"categories":5690},[112],{"categories":5692},[100],{"categories":5694},[],{"categories":5696},[100],{"categories":5698},[126],{"categories":5700},[100],{"categories":5702},[126],{"categories":5704},[],{"categories":5706},[112],{"categories":5708},[100],{"categories":5710},[55],{"categories":5712},[100],{"categories":5714},[148],{"categories":5716},[100],{"categories":5718},[],{"categories":5720},[112],{"categories":5722},[100],{"categories":5724},[],{"categories":5726},[200],{"categories":5728},[100],{"categories":5730},[100],{"categories":5732},[112],{"categories":5734},[100],{"categories":5736},[100],{"categories":5738},[103],{"categories":5740},[112],{"categories":5742},[100],{"categories":5744},[],{"categories":5746},[100],{"categories":5748},[270],{"categories":5750},[229],{"categories":5752},[55],{"categories":5754},[55],{"categories":5756},[100],{"categories":5758},[103],{"categories":5760},[103],{"categories":5762},[100],{"categories":5764},[112],{"categories":5766},[100],{"categories":5768},[100],{"categories":5770},[100],{"categories":5772},[100],{"categories":5774},[126],{"categories":5776},[100],{"categories":5778},[103],{"categories":5780},[100],{"categories":5782},[100],{"categories":5784},[112],{"categories":5786},[100],{"categories":5788},[229],{"categories":5790},[100],{"categories":5792},[148],{"categories":5794},[100],{"categories":5796},[100],{"categories":5798},[112],{"categories":5800},[115],{"categories":5802},[100],{"categories":5804},[100],{"categories":5806},[112],{"categories":5808},[],{"categories":5810},[126],{"categories":5812},[],{"categories":5814},[126],{"categories":5816},[112],{"categories":5818},[103],{"categories":5820},[100],{"categories":5822},[],{"categories":5824},[151],{"categories":5826},[270],{"categories":5828},[100],{"categories":5830},[126],{"categories":5832},[100],{"categories":5834},[],{"categories":5836},[148],{"categories":5838},[112],{"categories":5840},[126],{"categories":5842},[200],{"categories":5844},[55],{"categories":5846},[100],{"categories":5848},[100],{"categories":5850},[112],{"categories":5852},[126],{"categories":5854},[112],{"categories":5856},[148],{"categories":5858},[100],{"categories":5860},[115],{"categories":5862},[103],{"categories":5864},[115],{"categories":5866},[148],{"categories":5868},[100],{"categories":5870},[126],{"categories":5872},[100],{"categories":5874},[200],{"categories":5876},[55],{"categories":5878},[100],{"categories":5880},[100],{"categories":5882},[100],{"categories":5884},[100],{"categories":5886},[100],{"categories":5888},[100],{"categories":5890},[112],{"categories":5892},[100],{"categories":5894},[112],{"categories":5896},[100],{"categories":5898},[100],{"categories":5900},[103],{"categories":5902},[100],{"categories":5904},[112],{"categories":5906},[112],{"categories":5908},[200],{"categories":5910},[112],{"categories":5912},[112],{"categories":5914},[100],{"categories":5916},[103],{"categories":5918},[112],{"categories":5920},[200],{"categories":5922},[],{"categories":5924},[100],{"categories":5926},[151],{"categories":5928},[443],{"categories":5930},[100],{"categories":5932},[112],{"categories":5934},[100],{"categories":5936},[100],{"categories":5938},[126],{"categories":5940},[100],{"categories":5942},[],{"categories":5944},[100],{"categories":5946},[112],{"categories":5948},[100],{"categories":5950},[229],{"categories":5952},[100],{"categories":5954},[126],{"categories":5956},[100],{"categories":5958},[148],{"categories":5960},[112],{"categories":5962},[100],{"categories":5964},[229],{"categories":5966},[112],{"categories":5968},[55],{"categories":5970},[55],{"categories":5972},[100],{"categories":5974},[100],{"categories":5976},[100],{"categories":5978},[100],{"categories":5980},[100],{"categories":5982},[100],{"categories":5984},[103],{"categories":5986},[],{"categories":5988},[100],{"categories":5990},[100],{"categories":5992},[112],{"categories":5994},[112],{"categories":5996},[100],{"categories":5998},[100],{"categories":6000},[100],{"categories":6002},[100],{"categories":6004},[100],{"categories":6006},[126],{"categories":6008},[],{"categories":6010},[103],{"categories":6012},[100],{"categories":6014},[100],{"categories":6016},[112],{"categories":6018},[112],{"categories":6020},[],{"categories":6022},[126],{"categories":6024},[126],{"categories":6026},[100],{"categories":6028},[229],{"categories":6030},[55],{"categories":6032},[200],{"categories":6034},[],{"categories":6036},[100],{"categories":6038},[112],{"categories":6040},[103],{"categories":6042},[100],{"categories":6044},[100],{"categories":6046},[126],{"categories":6048},[103],{"categories":6050},[100],{"categories":6052},[100],{"categories":6054},[148],{"categories":6056},[151],{"categories":6058},[100],{"categories":6060},[148],{"categories":6062},[112],{"categories":6064},[100],{"categories":6066},[],{"categories":6068},[148],{"categories":6070},[112],{"categories":6072},[200],{"categories":6074},[151],{"categories":6076},[100],{"categories":6078},[100],{"categories":6080},[],{"categories":6082},[112],{"categories":6084},[112],{"categories":6086},[112],{"categories":6088},[3122],{"categories":6090},[148],{"categories":6092},[100],{"categories":6094},[126],{"categories":6096},[100],{"categories":6098},[100],{"categories":6100},[100],{"categories":6102},[100],{"categories":6104},[100],{"categories":6106},[55],{"categories":6108},[100],{"categories":6110},[103],{"categories":6112},[1785],{"categories":6114},[270],{"categories":6116},[103],{"categories":6118},[],{"categories":6120},[100],{"categories":6122},[],{"categories":6124},[148],{"categories":6126},[112],{"categories":6128},[200],{"categories":6130},[100],{"categories":6132},[100],{"categories":6134},[100],{"categories":6136},[148],{"categories":6138},[],{"categories":6140},[112],{"categories":6142},[100],{"categories":6144},[112],{"categories":6146},[112],{"categories":6148},[],{"categories":6150},[100],{"categories":6152},[],{"categories":6154},[148],{"categories":6156},[103],{"categories":6158},[200],{"categories":6160},[100],{"categories":6162},[112],{"categories":6164},[148],{"categories":6166},[100],{"categories":6168},[148],{"categories":6170},[],{"categories":6172},[148],{"categories":6174},[100],{"categories":6176},[103],{"categories":6178},[443],{"categories":6180},[112],{"categories":6182},[100],{"categories":6184},[],{"categories":6186},[126],{"categories":6188},[112],{"categories":6190},[115],{"categories":6192},[112],{"categories":6194},[103],{"categories":6196},[100],{"categories":6198},[100],{"categories":6200},[],{"categories":6202},[],{"categories":6204},[],{"categories":6206},[200],{"categories":6208},[100],{"categories":6210},[112],{"categories":6212},[100],{"categories":6214},[100],{"categories":6216},[],{"categories":6218},[],{"categories":6220},[],{"categories":6222},[100],{"categories":6224},[112],{"categories":6226},[200],{"categories":6228},[100],{"categories":6230},[],{"categories":6232},[112],{"categories":6234},[100],{"categories":6236},[100],{"categories":6238},[103],{"categories":6240},[],{"categories":6242},[],{"categories":6244},[100],{"categories":6246},[100],{"categories":6248},[112],{"categories":6250},[200],{"categories":6252},[100],{"categories":6254},[148],{"categories":6256},[],{"categories":6258},[100],{"categories":6260},[100],{"categories":6262},[229],{"categories":6264},[148],{"categories":6266},[229],{"categories":6268},[151],{"categories":6270},[100],{"categories":6272},[100],{"categories":6274},[],{"categories":6276},[],{"categories":6278},[112],{"categories":6280},[],{"categories":6282},[100],{"categories":6284},[443],{"categories":6286},[100],{"categories":6288},[100],{"categories":6290},[100],{"categories":6292},[100],{"categories":6294},[],{"categories":6296},[112],{"categories":6298},[100],{"categories":6300},[100],{"categories":6302},[],{"categories":6304},[112],{"categories":6306},[100],{"categories":6308},[148],{"categories":6310},[100],{"categories":6312},[229],{"categories":6314},[55],{"categories":6316},[115],{"categories":6318},[100],{"categories":6320},[100],{"categories":6322},[112],{"categories":6324},[151],{"categories":6326},[112],{"categories":6328},[112],{"categories":6330},[],{"categories":6332},[100],{"categories":6334},[112],{"categories":6336},[],{"categories":6338},[100],{"categories":6340},[],{"categories":6342},[148],{"categories":6344},[55],{"categories":6346},[],{"categories":6348},[100],{"categories":6350},[100],{"categories":6352},[100],{"categories":6354},[],{"categories":6356},[112],{"categories":6358},[200],{"categories":6360},[103],{"categories":6362},[100],{"categories":6364},[],{"categories":6366},[55],{"categories":6368},[229],{"categories":6370},[100],{"categories":6372},[126],{"categories":6374},[103],{"categories":6376},[151],{"categories":6378},[55],{"categories":6380},[126],{"categories":6382},[112],{"categories":6384},[126],{"categories":6386},[],{"categories":6388},[100],{"categories":6390},[115],{"categories":6392},[100],{"categories":6394},[],{"categories":6396},[112],{"categories":6398},[103],{"categories":6400},[200],{"categories":6402},[100],{"categories":6404},[103],{"categories":6406},[112],{"categories":6408},[270],{"categories":6410},[100],{"categories":6412},[100],{"categories":6414},[100],{"categories":6416},[100],{"categories":6418},[100],{"categories":6420},[103],{"categories":6422},[100],{"categories":6424},[126],{"categories":6426},[151],{"categories":6428},[112],{"categories":6430},[],{"categories":6432},[100],{"categories":6434},[100],{"categories":6436},[100],{"categories":6438},[126],{"categories":6440},[112],{"categories":6442},[148],{"categories":6444},[126],{"categories":6446},[100],{"categories":6448},[115],{"categories":6450},[],{"categories":6452},[200],{"categories":6454},[126],{"categories":6456},[148],{"categories":6458},[100],{"categories":6460},[103],{"categories":6462},[112],{"categories":6464},[100],{"categories":6466},[100],{"categories":6468},[112],{"categories":6470},[115],{"categories":6472},[100],{"categories":6474},[112],{"categories":6476},[100],{"categories":6478},[55],{"categories":6480},[112],{"categories":6482},[112,270],{"categories":6484},[100],{"categories":6486},[100],{"categories":6488},[112],{"categories":6490},[126],{"categories":6492},[100],{"categories":6494},[100],{"categories":6496},[151],{"categories":6498},[112],{"categories":6500},[229],{"categories":6502},[112],{"categories":6504},[55],{"categories":6506},[],{"categories":6508},[112],{"categories":6510},[100],{"categories":6512},[55],{"categories":6514},[],{"categories":6516},[],{"categories":6518},[126],{"categories":6520},[100],{"categories":6522},[100],{"categories":6524},[112],{"categories":6526},[151],{"categories":6528},[229],{"categories":6530},[100],{"categories":6532},[100],{"categories":6534},[100],{"categories":6536},[112],{"categories":6538},[],{"categories":6540},[112],{"categories":6542},[148],{"categories":6544},[100],{"categories":6546},[112],{"categories":6548},[112],{"categories":6550},[100],{"categories":6552},[],{"categories":6554},[148],{"categories":6556},[126],{"categories":6558},[3122],{"categories":6560},[103],{"categories":6562},[126],{"categories":6564},[100],{"categories":6566},[112],{"categories":6568},[100],{"categories":6570},[100],{"categories":6572},[229],{"categories":6574},[126],{"categories":6576},[151],{"categories":6578},[],{"categories":6580},[148],{"categories":6582},[100],{"categories":6584},[100],{"categories":6586},[],{"categories":6588},[112],{"categories":6590},[100],{"categories":6592},[100],{"categories":6594},[100],{"categories":6596},[100],{"categories":6598},[112],{"categories":6600},[100],{"categories":6602},[100],{"categories":6604},[100],{"categories":6606},[115],{"categories":6608},[100],{"categories":6610},[112],{"categories":6612},[100],{"categories":6614},[100],{"categories":6616},[100],{"categories":6618},[100],{"categories":6620},[100],{"categories":6622},[100],{"categories":6624},[100],{"categories":6626},[55],{"categories":6628},[],{"categories":6630},[115],{"categories":6632},[148],{"categories":6634},[112],{"categories":6636},[100],{"categories":6638},[126],{"categories":6640},[],{"categories":6642},[126],{"categories":6644},[126],{"categories":6646},[112],{"categories":6648},[126],{"categories":6650},[100],{"categories":6652},[100],{"categories":6654},[100],{"categories":6656},[112],{"categories":6658},[126],{"categories":6660},[100],{"categories":6662},[100],{"categories":6664},[100],{"categories":6666},[112],{"categories":6668},[148],{"categories":6670},[100],{"categories":6672},[100],{"categories":6674},[100],{"categories":6676},[55],{"categories":6678},[100],{"categories":6680},[112],{"categories":6682},[200],{"categories":6684},[],{"categories":6686},[100],{"categories":6688},[151],{"categories":6690},[112],{"categories":6692},[100],{"categories":6694},[100],{"categories":6696},[],{"categories":6698},[100],{"categories":6700},[100],{"categories":6702},[148],{"categories":6704},[100],{"categories":6706},[100],{"categories":6708},[112],{"categories":6710},[229],{"categories":6712},[],{"categories":6714},[],{"categories":6716},[126],{"categories":6718},[100],{"categories":6720},[100],{"categories":6722},[148],{"categories":6724},[100],{"categories":6726},[126],{"categories":6728},[148],{"categories":6730},[100],{"categories":6732},[100],{"categories":6734},[229],{"categories":6736},[151],{"categories":6738},[100],{"categories":6740},[100],{"categories":6742},[103],{"categories":6744},[112],{"categories":6746},[100],{"categories":6748},[100],{"categories":6750},[112],{"categories":6752},[55],{"categories":6754},[112],{"categories":6756},[126],{"categories":6758},[100],{"categories":6760},[55],{"categories":6762},[],{"categories":6764},[100],{"categories":6766},[151],{"categories":6768},[100],{"categories":6770},[100],{"categories":6772},[],{"categories":6774},[148],{"categories":6776},[100],{"categories":6778},[112],{"categories":6780},[151],{"categories":6782},[100],{"categories":6784},[126],{"categories":6786},[126],{"categories":6788},[126],{"categories":6790},[100],{"categories":6792},[112],{"categories":6794},[112],{"categories":6796},[100],{"categories":6798},[112],{"categories":6800},[100],{"categories":6802},[100],{"categories":6804},[200],{"categories":6806},[151],{"categories":6808},[151],{"categories":6810},[],{"categories":6812},[148],{"categories":6814},[100],{"categories":6816},[100],{"categories":6818},[126],{"categories":6820},[],{"categories":6822},[148],{"categories":6824},[148],{"categories":6826},[148],{"categories":6828},[],{"categories":6830},[112],{"categories":6832},[100],{"categories":6834},[],{"categories":6836},[103],{"categories":6838},[55],{"categories":6840},[],{"categories":6842},[100],{"categories":6844},[100],{"categories":6846},[],{"categories":6848},[126],{"categories":6850},[],{"categories":6852},[],{"categories":6854},[],{"categories":6856},[],{"categories":6858},[100],{"categories":6860},[148],{"categories":6862},[],{"categories":6864},[],{"categories":6866},[100],{"categories":6868},[100],{"categories":6870},[100],{"categories":6872},[151],{"categories":6874},[100],{"categories":6876},[151],{"categories":6878},[],{"categories":6880},[151],{"categories":6882},[151],{"categories":6884},[270],{"categories":6886},[112],{"categories":6888},[126],{"categories":6890},[],{"categories":6892},[],{"categories":6894},[151],{"categories":6896},[126],{"categories":6898},[126],{"categories":6900},[126],{"categories":6902},[],{"categories":6904},[103],{"categories":6906},[126],{"categories":6908},[126],{"categories":6910},[103],{"categories":6912},[126],{"categories":6914},[55],{"categories":6916},[126],{"categories":6918},[126],{"categories":6920},[126],{"categories":6922},[151],{"categories":6924},[148],{"categories":6926},[148],{"categories":6928},[100],{"categories":6930},[126],{"categories":6932},[151],{"categories":6934},[270],{"categories":6936},[151],{"categories":6938},[151],{"categories":6940},[151],{"categories":6942},[],{"categories":6944},[55],{"categories":6946},[],{"categories":6948},[270],{"categories":6950},[126],{"categories":6952},[126],{"categories":6954},[126],{"categories":6956},[112],{"categories":6958},[148,55],{"categories":6960},[151],{"categories":6962},[],{"categories":6964},[],{"categories":6966},[151],{"categories":6968},[],{"categories":6970},[151],{"categories":6972},[148],{"categories":6974},[112],{"categories":6976},[],{"categories":6978},[126],{"categories":6980},[100],{"categories":6982},[200],{"categories":6984},[],{"categories":6986},[100],{"categories":6988},[],{"categories":6990},[148],{"categories":6992},[103],{"categories":6994},[151],{"categories":6996},[],{"categories":6998},[126],{"categories":7000},[148],[7002,7057,7282,7345],{"id":7003,"title":7004,"ai":7005,"body":7010,"categories":7038,"created_at":56,"date_modified":56,"description":47,"extension":57,"faq":56,"featured":58,"kicker_label":56,"meta":7039,"navigation":80,"path":7043,"published_at":7044,"question":56,"scraped_at":7045,"seo":7046,"sitemap":7047,"source_id":7048,"source_name":7049,"source_type":87,"source_url":7050,"stem":7051,"tags":7052,"thumbnail_url":56,"tldr":7054,"tweet":56,"unknown_tags":7055,"__hash__":7056},"summaries\u002Fsummaries\u002F2d2a00e77dcba530-ai-amplifies-uniqueness-not-replaces-it-summary.md","AI Amplifies Uniqueness, Not Replaces It",{"provider":7,"model":8,"input_tokens":7006,"output_tokens":7007,"processing_time_ms":7008,"cost_usd":7009},5473,1375,17102,0.0017596,{"type":14,"value":7011,"toc":7033},[7012,7016,7019,7023,7026,7030],[17,7013,7015],{"id":7014},"value-lies-in-uniqueness-not-time-or-tasks","Value Lies in Uniqueness, Not Time or Tasks",[22,7017,7018],{},"AI accelerates the collapse of the old 'study-job-retire' model, already fragile from dissatisfaction and high barriers to independence. Tasks once taking hours now take minutes, commoditizing generic skills anyone can access via tools. But true value never came from hours logged—longest workers aren't richest. Instead, prioritize what only you provide: deep expertise from repeated failures and successes, textured experience from high-pressure decisions, and a singular point of view shaped by your history. People connect to relatable stories and tailored insights AI can't replicate, only enhance. Reframe fears ('Can AI do my job?') to 'What makes me unique? How can AI amplify it?' Like early internet enabling a Japanese tea shop to sell globally, AI multiplies reach for your specificity.",[17,7020,7022],{"id":7021},"productize-your-authentic-perspective","Productize Your Authentic Perspective",[22,7024,7025],{},"Turn expertise into passive products—courses, guides, newsletters, frameworks—that solve real problems without hourly trading. AI provides leverage: generate more content, build faster, handle drudgery, freeing you to orchestrate ideas once too costly or time-intensive. But authenticity is key—generic input yields noise; your genuine vision compounds loyalty and value. In abundant average output, scarce genuine human perspective draws audiences seeking those who've walked similar paths.",[17,7027,7029],{"id":7028},"experiment-simply-to-harness-ai","Experiment Simply to Harness AI",[22,7031,7032],{},"Thrive not via advanced coding or data science, but curiosity: pick a routine task (draft, summary, brainstorm), run it through AI, spot gaps where it misses your nuance—that's your edge. Practice reveals AI's strengths (speed on basics) and yours (judgment, connections others miss). Become an orchestrator, using tools to polish and scale what AI can't originate. Differentiation secures futures: invest in self-knowledge to wield AI unmistakably as yourself.",{"title":47,"searchDepth":48,"depth":48,"links":7034},[7035,7036,7037],{"id":7014,"depth":48,"text":7015},{"id":7021,"depth":48,"text":7022},{"id":7028,"depth":48,"text":7029},[55],{"content_references":7040,"triage":7041},[],{"relevance":76,"novelty":77,"quality":76,"actionability":76,"composite":78,"reasoning":7042},"Category: Product Strategy. The article discusses how to leverage AI to amplify unique personal expertise and productize it, addressing a key pain point for indie builders and technical founders looking to differentiate themselves in a crowded market. It provides actionable insights on using AI for content generation and emphasizes the importance of authenticity, making it relevant and practical.","\u002Fsummaries\u002F2d2a00e77dcba530-ai-amplifies-uniqueness-not-replaces-it-summary","2026-04-13 14:27:21","2026-04-14 14:37:43",{"title":7004,"description":47},{"loc":7043},"2d2a00e77dcba530","Generative AI","https:\u002F\u002Fgenerativeai.pub\u002Fthe-most-valuable-thing-in-the-age-of-ai-is-your-point-of-view-and-your-uniqueness-1381063dd930?source=rss----440100e76000---4","summaries\u002F2d2a00e77dcba530-ai-amplifies-uniqueness-not-replaces-it-summary",[91,93,7053],"ai-llms","Shift from fearing AI job loss to leveraging it as an amplifier for your irreplaceable expertise, experience, and point of view—productize that uniqueness into scalable offerings like courses or newsletters.",[7053],"CVM0SeilmGXhLO4JHLEuqL5D8vVBT6fBGTF3bN3GW7w",{"id":7058,"title":7059,"ai":7060,"body":7065,"categories":7263,"created_at":56,"date_modified":56,"description":47,"extension":57,"faq":56,"featured":58,"kicker_label":56,"meta":7264,"navigation":80,"path":7269,"published_at":56,"question":56,"scraped_at":7270,"seo":7271,"sitemap":7272,"source_id":7273,"source_name":7274,"source_type":87,"source_url":7275,"stem":7276,"tags":7277,"thumbnail_url":56,"tldr":7279,"tweet":56,"unknown_tags":7280,"__hash__":7281},"summaries\u002Fsummaries\u002Fd7dc87f1e8c1f58e-unlock-hidden-workers-to-close-skills-gaps-summary.md","Unlock Hidden Workers to Close Skills Gaps",{"provider":7,"model":8,"input_tokens":7061,"output_tokens":7062,"processing_time_ms":7063,"cost_usd":7064},7903,2731,18945,0.00265525,{"type":14,"value":7066,"toc":7256},[7067,7071,7074,7077,7080,7103,7106,7110,7113,7134,7137,7140,7144,7147,7150,7154,7160,7180,7185,7217,7220,7223,7227],[17,7068,7070],{"id":7069},"labor-market-paradox-exposes-massive-untapped-talent","Labor Market Paradox Exposes Massive Untapped Talent",[22,7072,7073],{},"Employers lament chronic skills shortages risking competitiveness, yet millions remain unemployed, underemployed, or sidelined despite wanting full-time work. This disconnect predates Covid-19—44% of middle-skill hidden workers found job hunting as hard pre-pandemic as during 2020 peaks. In the US, 7M jobs open vs. 5.8M unemployed pre-Covid; similar imbalances in UK (721K vacancies, 1.4M unemployed) and Germany (712K vacancies, 2.3M unemployed). Post-Covid recoveries amplified shortages in healthcare, warehousing, tech, with US unemployed-per-opening dropping to 1.2 by March 2021, prompting bonuses and daily pay. Structural shifts since 1990s—tech-driven job evolution, slower recoveries—compound the issue: workers fall behind skills, self-exclude, while automation widens gaps.",[22,7075,7076],{},"\"The irony that companies consistently bemoan their inability to find talent while millions remain on the fringes of the workforce led us to seek an explanation.\"",[22,7078,7079],{},"Hidden workers aren't avoiding work; rigid processes screen them out for lacking proxies like degrees or gap-free resumes, despite capabilities. Surveys of 8K+ hidden workers and 2.25K executives across US, UK, Germany reveal three categories:",[7081,7082,7083,7091,7097],"ul",{},[7084,7085,7086,7090],"li",{},[7087,7088,7089],"strong",{},"Missing hours",": Part-timers willing\u002Fable for full-time (e.g., caregivers juggling jobs).",[7084,7092,7093,7096],{},[7087,7094,7095],{},"Missing from work",": Long-term unemployed actively seeking.",[7084,7098,7099,7102],{},[7087,7100,7101],{},"Missing from workforce",": Not seeking but willing under right conditions (e.g., veterans, disabled, ex-incarcerated, neurodiverse, immigrants).",[22,7104,7105],{},"Diverse groups—27M+ in US (similar proportions UK\u002FGermany)—offer scale to rebalance markets.",[17,7107,7109],{"id":7108},"rigid-hiring-practices-create-and-perpetuate-exclusion","Rigid Hiring Practices Create and Perpetuate Exclusion",[22,7111,7112],{},"Management norms and tech entrench barriers:",[7114,7115,7116,7122,7128],"ol",{},[7084,7117,7118,7121],{},[7087,7119,7120],{},"Widening training gap",": Tech accelerates job changes; education lags, making on-job training essential—excluding non-employed.",[7084,7123,7124,7127],{},[7087,7125,7126],{},"Inflexible ATS\u002FRMS filters",": 90%+ employers use these for initial screening (94% middle-skill, 92% high-skill). Optimized for efficiency, they apply \"negative\" logic: exclude for gaps, no degree, non-exact skills. 88% executives say qualified high-skill candidates auto-rejected; 94% for middle-skill. Proxies ignore attitude, ethic.",[7084,7129,7130,7133],{},[7087,7131,7132],{},"CSR framing undermines business case",": Hiring via foundations signals charity, not strategy, eroding legitimacy.",[22,7135,7136],{},"Result: Viable talent hidden, cycle self-reinforces—fewer skilled applicants prompt more automation, further narrowing pools. Pre-Covid \"full employment\" still left imbalances; Covid exposed even at unemployment peaks.",[22,7138,7139],{},"\"A large majority (88%) of employers agree, telling us that qualified high-skills candidates are vetted out of the process because they do not match the exact criteria established by the job description.\"",[17,7141,7143],{"id":7142},"hiring-hidden-workers-delivers-measurable-roi","Hiring Hidden Workers Delivers Measurable ROI",[22,7145,7146],{},"Companies targeting them gain edge: 36% less likely to face shortages vs. non-hirers. Former hidden workers outperform peers on six criteria—attitude\u002Fwork ethic, productivity, quality, engagement, attendance, innovation. No charity: strategic access to motivated talent fills gaps where traditional pools fail.",[22,7148,7149],{},"\"They report being 36% less likely to face talent and skills shortages compared to companies that do not hire hidden workers. And they indicate former hidden workers outperform their peers materially on six key evaluative criteria.\"",[17,7151,7153],{"id":7152},"targeted-reforms-yield-inclusive-efficient-pipelines","Targeted Reforms Yield Inclusive, Efficient Pipelines",[22,7155,7156,7159],{},[7087,7157,7158],{},"Overhaul talent acquisition",":",[7081,7161,7162,7168,7174],{},[7084,7163,7164,7167],{},[7087,7165,7166],{},"Refresh job descriptions",": Strip legacy \"nice-to-haves\"; focus 5-7 \"must-haves\" tied to performance.",[7084,7169,7170,7173],{},[7087,7171,7172],{},"Affirmative ATS\u002FRMS filters",": Prioritize core skills\u002Fexperience over negatives (e.g., flag gaps but advance if skills match).",[7084,7175,7176,7179],{},[7087,7177,7178],{},"Shift metrics",": From cost\u002Ftime-to-hire to ramp-up speed, attrition, promotion rates—reward quality hires.",[22,7181,7182,7159],{},[7087,7183,7184],{},"Customize for hidden workers",[7081,7186,7187,7193,7199,7205,7211],{},[7084,7188,7189,7192],{},[7087,7190,7191],{},"ROI justification",": Integrate into core strategy, not CSR silos—builds peer confidence.",[7084,7194,7195,7198],{},[7087,7196,7197],{},"Target segments",": Pick 1-2 groups (e.g., veterans for your industry); tailor training, partner with specialized providers\u002Fjob centers (35% middle-skill hidden workers use them, but only 26% employers do).",[7084,7200,7201,7204],{},[7087,7202,7203],{},"UX redesign",": 84% hidden workers find applications hard—clarify requirements\u002Ftimelines upfront, simplify.",[7084,7206,7207,7210],{},[7087,7208,7209],{},"Prepare organization",": Educate on business case, hidden worker challenges; use CSR stories\u002Fformer employee testimonials.",[7084,7212,7213,7216],{},[7087,7214,7215],{},"Senior champion",": Oversees policy evolution, monitors progress.",[22,7218,7219],{},"Leaders must actively manage tech for bias, use data nudges for culture shift. Outcome: Broader talent access advances business, diversity, communities.",[22,7221,7222],{},"\"Configuring systems to identify applicants with the specific skills and experiences associated with fulfilling the core requirements of the role would promise to be more efficient and inclusive.\"",[17,7224,7226],{"id":7225},"key-takeaways","Key Takeaways",[7081,7228,7229,7232,7235,7238,7241,7244,7247,7250,7253],{},[7084,7230,7231],{},"Audit job descriptions: Limit to 5-7 performance-linked must-haves; remove legacy requirements.",[7084,7233,7234],{},"Flip ATS filters to affirmative: Advance candidates with core skills despite gaps or non-traditional paths.",[7084,7236,7237],{},"Track new metrics: New hire ramp-up time, attrition, internal mobility—not just fill rates.",[7084,7239,7240],{},"Target 1-2 hidden worker segments suited to your roles; build provider partnerships.",[7084,7242,7243],{},"Redesign applications with UX lens: Transparent criteria, timelines; source via job centers.",[7084,7245,7246],{},"Frame as ROI strategy: Champion via senior leader, educate workforce on value.",[7084,7248,7249],{},"Prepare teams: Share success stories from prior CSR hires to build buy-in.",[7084,7251,7252],{},"Monitor for ROI: Expect 36% lower shortages, superior performance on ethic\u002Fproductivity.",[7084,7254,7255],{},"Act now: Post-Covid shortages demand widening talent aperture for competitiveness.",{"title":47,"searchDepth":48,"depth":48,"links":7257},[7258,7259,7260,7261,7262],{"id":7069,"depth":48,"text":7070},{"id":7108,"depth":48,"text":7109},{"id":7142,"depth":48,"text":7143},{"id":7152,"depth":48,"text":7153},{"id":7225,"depth":48,"text":7226},[55],{"content_references":7265,"triage":7266},[],{"relevance":77,"novelty":77,"quality":76,"actionability":48,"composite":7267,"reasoning":7268},3.05,"Category: Business & SaaS. The article discusses the issue of hidden workers and how companies can tap into this talent pool, which is relevant to product strategy and business growth. However, while it presents valuable insights, it lacks specific actionable steps for product builders to implement these ideas in their own contexts.","\u002Fsummaries\u002Fd7dc87f1e8c1f58e-unlock-hidden-workers-to-close-skills-gaps-summary","2026-04-16 02:58:05",{"title":7059,"description":47},{"loc":7269},"d7dc87f1e8c1f58e","__oneoff__","https:\u002F\u002Fwww.hbs.edu\u002Fmanaging-the-future-of-work\u002FDocuments\u002Fresearch\u002Fhiddenworkers09032021.pdf","summaries\u002Fd7dc87f1e8c1f58e-unlock-hidden-workers-to-close-skills-gaps-summary",[93,92,7278],"business","Companies face talent shortages amid 27M+ hidden US workers eager for full-time roles; hiring them cuts shortages 36%, boosts performance on key metrics, via reformed practices.",[7278],"7VajYYpfneYf7O2KVYNmHxsvXpVKQHXMg3FEMEsZ1Zw",{"id":7283,"title":7284,"ai":7285,"body":7291,"categories":7319,"created_at":56,"date_modified":56,"description":47,"extension":57,"faq":56,"featured":58,"kicker_label":56,"meta":7320,"navigation":80,"path":7331,"published_at":7332,"question":56,"scraped_at":7333,"seo":7334,"sitemap":7335,"source_id":7336,"source_name":7337,"source_type":87,"source_url":7338,"stem":7339,"tags":7340,"thumbnail_url":56,"tldr":7342,"tweet":56,"unknown_tags":7343,"__hash__":7344},"summaries\u002Fsummaries\u002F939849a9cc35e469-using-ai-to-transform-sports-data-into-fan-engagem-summary.md","Using AI to Transform Sports Data into Fan Engagement",{"provider":7,"model":7286,"input_tokens":7287,"output_tokens":7288,"processing_time_ms":7289,"cost_usd":7290},"google\u002Fgemini-3.1-flash-lite",6409,533,3043,0.00240175,{"type":14,"value":7292,"toc":7314},[7293,7297,7300,7304,7307,7311],[17,7294,7296],{"id":7295},"transforming-raw-telemetry-into-narrative","Transforming Raw Telemetry into Narrative",[22,7298,7299],{},"Formula One teams process millions of data points per second during races. Ferrari’s partnership with IBM focuses on bridging the gap between this raw technical data and fan experience. By leveraging enterprise AI, the team is moving away from static race updates toward a dynamic, storytelling-driven app. This includes AI-generated race summaries, behind-the-scenes content, and interactive features like predictive gaming and an AI-powered companion for fan inquiries. This strategy aims to maintain engagement throughout the entire year, rather than just during race weekends.",[17,7301,7303],{"id":7302},"data-driven-personalization-and-loyalty","Data-Driven Personalization and Loyalty",[22,7305,7306],{},"To address a diversifying global audience—which now includes a significant percentage of Gen Z and female fans—Ferrari is using AI to analyze engagement signals. By tracking which content resonates and monitoring the sentiment of fan interactions, the team can refine its content delivery. This feedback loop allows the team to tailor experiences to individual preferences, aiming to make every fan feel the app was built specifically for them. The effectiveness of this approach is evidenced by a 62% increase in engagement over race weekends since the implementation of these AI-enhanced features.",[17,7308,7310],{"id":7309},"strategic-fan-development","Strategic Fan Development",[22,7312,7313],{},"Ferrari’s approach highlights a shift in sports marketing where teams are prioritizing owned platforms over third-party social media. By appointing a dedicated \"head of fan development\" and focusing on localized, interactive content (such as offering the app in Italian for the first time), the team is building a direct, loyal relationship with its fanbase. The long-term goal is to leverage AI to deliver increasingly granular data and personalized insights, ensuring that both long-time supporters and new fans remain deeply connected to the team's narrative.",{"title":47,"searchDepth":48,"depth":48,"links":7315},[7316,7317,7318],{"id":7295,"depth":48,"text":7296},{"id":7302,"depth":48,"text":7303},{"id":7309,"depth":48,"text":7310},[115],{"content_references":7321,"triage":7328},[7322,7325],{"type":7323,"title":7324,"context":70},"tool","Scuderia Ferrari HP Fan App",{"type":72,"title":7326,"publisher":7327,"context":70},"Drive to Survive","Netflix",{"relevance":76,"novelty":77,"quality":76,"actionability":77,"composite":7329,"reasoning":7330},3.6,"Category: Marketing & Growth. The article discusses how Ferrari uses AI to enhance fan engagement through personalized storytelling, addressing a specific audience pain point of leveraging AI for growth. It provides insights into the strategies employed but lacks detailed frameworks or techniques that the audience could directly implement.","\u002Fsummaries\u002F939849a9cc35e469-using-ai-to-transform-sports-data-into-fan-engagem-summary","2026-05-23 15:08:00","2026-05-23 19:02:02",{"title":7284,"description":47},{"loc":7331},"939849a9cc35e469","TechCrunch — AI","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F23\u002Fferrari-is-using-ai-to-create-f1-superfans\u002F","summaries\u002F939849a9cc35e469-using-ai-to-transform-sports-data-into-fan-engagem-summary",[7341,93,92],"ai-tools","Scuderia Ferrari is partnering with IBM to overhaul its fan app, using AI to convert complex race-day telemetry into personalized, year-round storytelling experiences that have increased engagement by 62%.",[],"KVz1sZV9fu2SJT5EYS1fEgc_PpjJipg0agvMzywBlRc",{"id":7346,"title":7347,"ai":7348,"body":7353,"categories":7396,"created_at":56,"date_modified":56,"description":47,"extension":57,"faq":56,"featured":58,"kicker_label":56,"meta":7397,"navigation":80,"path":7408,"published_at":7409,"question":56,"scraped_at":7410,"seo":7411,"sitemap":7412,"source_id":7413,"source_name":7414,"source_type":87,"source_url":7415,"stem":7416,"tags":7417,"thumbnail_url":56,"tldr":7419,"tweet":56,"unknown_tags":7420,"__hash__":7421},"summaries\u002Fsummaries\u002F228b4b116f74f3f3-hire-new-leaders-in-late-hypergrowth-expand-in-ear-summary.md","Hire New Leaders in Late Hypergrowth, Expand in Early",{"provider":7,"model":8,"input_tokens":7349,"output_tokens":7350,"processing_time_ms":7351,"cost_usd":7352},4099,1749,21503,0.0016718,{"type":14,"value":7354,"toc":7391},[7355,7359,7367,7370,7374,7381,7384,7388],[17,7356,7358],{"id":7357},"early-hypergrowth-thrives-on-serial-problem-solving-and-scope-expansion","Early Hypergrowth Thrives on Serial Problem-Solving and Scope Expansion",[22,7360,7361,7362,7366],{},"After proving product-market fit and capturing early adopters per ",[7363,7364,7365],"em",{},"Crossing the Chasm",", early hypergrowth targets early majority users. The company fixates on one critical issue at a time—e.g., fixing scalability for weeks, then refining onboarding for non-technical users. Executives and teams hunt solutions sequentially. Here, expand high-performing existing leaders' scopes to maintain momentum: a proven leader tackling a new area leverages their track record, avoiding the drag of onboarding someone new amid rapid, focused sprints.",[22,7368,7369],{},"This approach wins because early hypergrowth rewards speed on bottlenecks, not breadth. Stretching a known leader prevents reintroducing past hiring risks while keeping the team lean and aligned.",[17,7371,7373],{"id":7372},"late-hypergrowth-requires-parallel-execution-and-new-hires","Late Hypergrowth Requires Parallel Execution and New Hires",[22,7375,7376,7377,7380],{},"As you reach late majority and laggards, priorities shift from exceptional product to skeptic checkboxes: compliance paperwork, stability proofs, support SLAs, and contracts. You still compete fiercely for innovators and early majority, but now solve ",[7363,7378,7379],{},"everything, everywhere, all at once",". Expanding an existing leader's scope merely displaces overload without addressing the explosion of parallel demands—it reintroduces prior integration pains in a higher-stakes environment.",[22,7382,7383],{},"Instead, hire dedicated new leaders for key areas. This parallelizes expertise, ensuring compliance, reliability, and support scale independently without diluting focus on core product retention. Trade-off: slower initial ramp-up, but critical for retaining skeptical customers who demand comprehensiveness over speed.",[17,7385,7387],{"id":7386},"ai-speeds-early-hypergrowth-but-tests-late-stage-scaling","AI Speeds Early Hypergrowth but Tests Late-Stage Scaling",[22,7389,7390],{},"AI-empowered small teams can 'speedrun' early hypergrowth by automating serial fixes rapidly. However, late-stage challenges—like Anthropic's recent messaging shifts for Claude Code power users—highlight transition pains: AI excels at focused tasks but struggles with the 'everything' breadth of skeptic requirements. Industry may adapt AI for late stages, creating an 'economic miracle' where less capital builds larger, derisked firms via outsized productivity. Even without full parity, early acceleration alone boosts economic output.",{"title":47,"searchDepth":48,"depth":48,"links":7392},[7393,7394,7395],{"id":7357,"depth":48,"text":7358},{"id":7372,"depth":48,"text":7373},{"id":7386,"depth":48,"text":7387},[115],{"content_references":7398,"triage":7406},[7399,7403],{"type":62,"title":7365,"url":7400,"isbn":7401,"context":7402},"https:\u002F\u002Fwww.amazon.com\u002FCrossing-Chasm-3rd-Disruptive-Mainstream\u002Fdp\u002F0062292986","0062292986","cited",{"type":72,"title":7404,"url":7405,"context":70},"productivity-in-the-age-of-hypergrowth","https:\u002F\u002Flethain.com\u002Fproductivity-in-the-age-of-hypergrowth\u002F",{"relevance":76,"novelty":77,"quality":76,"actionability":77,"composite":7329,"reasoning":7407},"Category: Product Strategy. The article discusses the strategic hiring practices necessary for different stages of hypergrowth, addressing a specific pain point for product-minded builders regarding team structure and leadership. It provides insights into how AI can impact these strategies, although it lacks detailed actionable steps for implementation.","\u002Fsummaries\u002F228b4b116f74f3f3-hire-new-leaders-in-late-hypergrowth-expand-in-ear-summary","2026-04-27 13:00:00","2026-05-03 17:02:03",{"title":7347,"description":47},{"loc":7408},"228b4b116f74f3f3","Will Larson (Irrational Exuberance)","https:\u002F\u002Flethain.com\u002Fearly-late-stage-hypergrowth\u002F","summaries\u002F228b4b116f74f3f3-hire-new-leaders-in-late-hypergrowth-expand-in-ear-summary",[93,7418,92],"startups","Early hypergrowth solves specific problems serially by expanding proven leaders' scopes. Late hypergrowth demands parallel solutions for skeptics, requiring new specialized leaders instead of scope creep.",[],"TcwsOGxc3LE-NLk1roEBBQkOAbClx74Iv_RIJRCaXBI"]