[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-ad9d2bdb1dc4d822-earning-taste-and-judgment-in-the-age-of-ai-agents-summary":3,"summaries-facets-categories":170,"summary-related-ad9d2bdb1dc4d822-earning-taste-and-judgment-in-the-age-of-ai-agents-summary":6588},{"id":4,"title":5,"ai":6,"body":13,"categories":123,"created_at":125,"date_modified":125,"description":117,"extension":126,"faq":125,"featured":127,"kicker_label":125,"meta":128,"navigation":152,"path":153,"published_at":154,"question":125,"scraped_at":154,"seo":155,"sitemap":156,"source_id":157,"source_name":158,"source_type":159,"source_url":160,"stem":161,"tags":162,"thumbnail_url":125,"tldr":167,"tweet":125,"unknown_tags":168,"__hash__":169},"summaries\u002Fsummaries\u002Fad9d2bdb1dc4d822-earning-taste-and-judgment-in-the-age-of-ai-agents-summary.md","Earning Taste and Judgment in the Age of AI Agents",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6859,910,5099,0.00307975,{"type":14,"value":15,"toc":116},"minimark",[16,21,25,29,32,79,83,86,89],[17,18,20],"h2",{"id":19},"the-shift-from-reps-to-judgment","The Shift from Reps to Judgment",[22,23,24],"p",{},"Historically, junior developers gained 'taste'—the intuition for quality and architecture—through thousands of hours of repetitive boilerplate and bug fixing. AI agents now automate these reps, effectively removing the traditional training ground for new engineers. While aggregate job growth remains positive, the entry-level market is shrinking because companies are prioritizing senior roles that require critical thinking and judgment. To survive and thrive, developers must stop viewing their career as a series of tasks to be completed and start viewing it as a process of building ungradeable human intuition.",[17,26,28],{"id":27},"seven-techniques-to-build-technical-taste","Seven Techniques to Build Technical Taste",[22,30,31],{},"Because AI is prone to hallucinations and overconfidence, humans must transition from 'doers' to 'verifiers.' To build the judgment required for this new role, developers should:",[33,34,35,43,49,55,61,67,73],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Read more than you write:"," Actively hunt for logic errors and edge cases in existing codebases to calibrate your internal quality standards.",[36,44,45,48],{},[39,46,47],{},"Maintain a 'wrong log':"," Document every AI error you encounter to identify recurring patterns and failure modes.",[36,50,51,54],{},[39,52,53],{},"Practice manual implementation:"," Build complex systems (e.g., parsers, CRMs) from scratch to understand the underlying fundamentals that AI often glosses over.",[36,56,57,60],{},[39,58,59],{},"Develop explicit evaluation frameworks:"," Build test suites that measure correctness, security, and style, then run them against AI-generated PRs to calibrate your own quality function.",[36,62,63,66],{},[39,64,65],{},"Calibrate autonomy:"," Learn when to trust AI (cheap, reversible tasks) and when to take full manual control (expensive, high-stakes failures).",[36,68,69,72],{},[39,70,71],{},"Spec and verify separately:"," Treat specification writing as a high-leverage activity; clear thinking here prevents downstream failures.",[36,74,75,78],{},[39,76,77],{},"Go deep on one system:"," Push a single system to its breaking point to understand what 'real depth' feels like.",[17,80,82],{"id":81},"focusing-on-scarcity-and-the-last-mile","Focusing on Scarcity and the 'Last Mile'",[22,84,85],{},"In a world where AI makes code generation cheap, the value of a 'first draft' approaches zero. Durable career value now concentrates on the 'last mile'—the edge cases, architecture, and final polish that agents cannot reliably finish.",[22,87,88],{},"To build a resilient career, focus on these four principles:",[90,91,92,98,104,110],"ol",{},[36,93,94,97],{},[39,95,96],{},"Finish the last mile:"," The difference between a prototype and a product is where you distinguish yourself.",[36,99,100,103],{},[39,101,102],{},"Solve the hard version:"," Avoid the 'easy' problems that AI has already solved; focus on complex, high-stakes challenges.",[36,105,106,109],{},[39,107,108],{},"Build in public:"," Reputation is the only truly scarce asset. Publicly demonstrate your ability to solve hard problems, as this attracts opportunities that job applications cannot.",[36,111,112,115],{},[39,113,114],{},"Be a T-shaped generalist:"," Deep expertise in one or two areas combined with broad literacy allows you to leverage AI to act as an end-to-end engineer, which is the most effective model for small, high-impact teams.",{"title":117,"searchDepth":118,"depth":118,"links":119},"",2,[120,121,122],{"id":19,"depth":118,"text":20},{"id":27,"depth":118,"text":28},{"id":81,"depth":118,"text":82},[124],"Developer Productivity",null,"md",false,{"group":129,"content_references":130,"triage":147},"addy-osmani",[131,136,139,142],{"type":132,"title":133,"author":134,"context":135},"report","The College Labor Market","Federal Reserve Bank of New York","cited",{"type":132,"title":137,"author":138,"context":135},"Canaries in the Coal Mine: Six Facts about the Recent Employment Effects of Artificial Intelligence","Brynjolfsson, Chandar & Chen",{"type":132,"title":140,"author":141,"context":135},"Future of Jobs Report 2025","World Economic Forum",{"type":143,"title":144,"author":145,"url":146,"context":135},"other","The Bitter Lesson","Richard Sutton","http:\u002F\u002Fwww.incompleteideas.net\u002FIncIdeas\u002FBitterLesson.html",{"relevance":148,"novelty":149,"quality":149,"actionability":149,"composite":150,"reasoning":151},5,4,4.35,"Category: Product Strategy. The article addresses the evolving role of developers in the age of AI, which is a critical concern for product builders. It provides actionable techniques for developers to enhance their judgment and taste, which are essential for navigating AI-generated outputs.",true,"\u002Fsummaries\u002Fad9d2bdb1dc4d822-earning-taste-and-judgment-in-the-age-of-ai-agents-summary","2026-07-16 13:33:36",{"title":5,"description":117},{"loc":153},"ad9d2bdb1dc4d822","Addy Osmani Blog","article","https:\u002F\u002Faddyosmani.com\u002Fblog\u002Fearning-judgment\u002F","summaries\u002Fad9d2bdb1dc4d822-earning-taste-and-judgment-in-the-age-of-ai-agents-summary",[163,164,165,166],"product-strategy","ai-agents","career-development","software-engineering","As AI automates routine coding tasks, the career path for junior developers is narrowing. Durable value now lies in 'taste'—the ability to choose what to build, verify AI output, and solve the 'last mile' of complex problems.",[164,165,166],"fqIP5zrPPsSk7QvvKt0CwGMi7h8KTqjduvVnC9Ecp38",[171,174,176,178,181,183,186,189,191,193,195,198,200,202,204,206,209,211,213,215,217,220,223,225,227,229,231,233,235,237,239,241,243,245,247,249,251,253,255,257,259,261,263,266,268,270,272,274,276,278,280,282,284,286,288,290,292,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,332,334,336,338,340,342,344,346,348,350,352,354,356,358,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,424,426,428,430,432,434,436,438,440,442,444,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,480,482,484,486,488,490,492,494,496,498,500,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,558,560,562,565,567,569,571,573,575,577,579,581,583,585,587,589,591,594,596,598,600,602,604,606,608,610,612,614,616,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,894,896,898,900,902,905,907,909,911,913,915,917,919,921,923,925,927,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586],{"categories":172},[173],"AI & LLMs",{"categories":175},[124],{"categories":177},[173],{"categories":179},[180],"Business & SaaS",{"categories":182},[173],{"categories":184},[185],"AI Automation",{"categories":187},[188],"Product Strategy",{"categories":190},[173],{"categories":192},[124],{"categories":194},[185],{"categories":196},[197],"Software Engineering",{"categories":199},[173],{"categories":201},[180],{"categories":203},[],{"categories":205},[173],{"categories":207},[208],"Inference & Serving",{"categories":210},[173],{"categories":212},[173],{"categories":214},[185],{"categories":216},[],{"categories":218},[219],"AI News & Trends",{"categories":221},[222],"Data Science & Visualization",{"categories":224},[185],{"categories":226},[173],{"categories":228},[173],{"categories":230},[180],{"categories":232},[124],{"categories":234},[173],{"categories":236},[185],{"categories":238},[219],{"categories":240},[185],{"categories":242},[185],{"categories":244},[173],{"categories":246},[185],{"categories":248},[173],{"categories":250},[173],{"categories":252},[173],{"categories":254},[219],{"categories":256},[173],{"categories":258},[173],{"categories":260},[173],{"categories":262},[],{"categories":264},[265],"Design & Frontend",{"categories":267},[222],{"categories":269},[219],{"categories":271},[173],{"categories":273},[173],{"categories":275},[173],{"categories":277},[],{"categories":279},[173],{"categories":281},[173],{"categories":283},[185],{"categories":285},[197],{"categories":287},[173],{"categories":289},[185],{"categories":291},[173],{"categories":293},[294],"Marketing & Growth",{"categories":296},[265],{"categories":298},[173],{"categories":300},[185],{"categories":302},[173],{"categories":304},[197],{"categories":306},[],{"categories":308},[],{"categories":310},[265],{"categories":312},[173],{"categories":314},[185],{"categories":316},[124],{"categories":318},[197],{"categories":320},[185],{"categories":322},[265],{"categories":324},[188],{"categories":326},[173],{"categories":328},[197],{"categories":330},[331],"DevOps & Cloud",{"categories":333},[185],{"categories":335},[188],{"categories":337},[219],{"categories":339},[173],{"categories":341},[],{"categories":343},[173],{"categories":345},[173],{"categories":347},[],{"categories":349},[185],{"categories":351},[197],{"categories":353},[],{"categories":355},[197],{"categories":357},[173],{"categories":359},[360],"Governance & Standards",{"categories":362},[180],{"categories":364},[],{"categories":366},[],{"categories":368},[173],{"categories":370},[173],{"categories":372},[185],{"categories":374},[173],{"categories":376},[173],{"categories":378},[185],{"categories":380},[173],{"categories":382},[173],{"categories":384},[173],{"categories":386},[],{"categories":388},[197],{"categories":390},[],{"categories":392},[],{"categories":394},[173],{"categories":396},[197],{"categories":398},[],{"categories":400},[197],{"categories":402},[173],{"categories":404},[173],{"categories":406},[294],{"categories":408},[173],{"categories":410},[173],{"categories":412},[265],{"categories":414},[265],{"categories":416},[173],{"categories":418},[197],{"categories":420},[185],{"categories":422},[423],"GovTech & Public-Sector Adoption",{"categories":425},[197],{"categories":427},[173],{"categories":429},[173],{"categories":431},[173],{"categories":433},[185],{"categories":435},[185],{"categories":437},[222],{"categories":439},[173],{"categories":441},[219],{"categories":443},[185],{"categories":445},[446],"Legal AI Tools",{"categories":448},[173],{"categories":450},[185],{"categories":452},[173],{"categories":454},[294],{"categories":456},[185],{"categories":458},[188],{"categories":460},[173],{"categories":462},[197],{"categories":464},[423],{"categories":466},[],{"categories":468},[185],{"categories":470},[],{"categories":472},[180],{"categories":474},[185],{"categories":476},[185],{"categories":478},[479],"RAG & Retrieval",{"categories":481},[180],{"categories":483},[173],{"categories":485},[197],{"categories":487},[197],{"categories":489},[331],{"categories":491},[265],{"categories":493},[185],{"categories":495},[173],{"categories":497},[173],{"categories":499},[],{"categories":501},[502],"Agents & Orchestration",{"categories":504},[197],{"categories":506},[173],{"categories":508},[],{"categories":510},[185],{"categories":512},[180],{"categories":514},[],{"categories":516},[173],{"categories":518},[],{"categories":520},[173],{"categories":522},[124],{"categories":524},[197],{"categories":526},[180],{"categories":528},[173],{"categories":530},[185],{"categories":532},[173],{"categories":534},[219],{"categories":536},[173],{"categories":538},[],{"categories":540},[173],{"categories":542},[],{"categories":544},[197],{"categories":546},[173],{"categories":548},[222],{"categories":550},[],{"categories":552},[173],{"categories":554},[265],{"categories":556},[557],"Models & Frontier Labs",{"categories":559},[],{"categories":561},[265],{"categories":563},[564],"Regulation & Governance of AI",{"categories":566},[185],{"categories":568},[],{"categories":570},[173],{"categories":572},[173],{"categories":574},[185],{"categories":576},[219],{"categories":578},[180],{"categories":580},[173],{"categories":582},[],{"categories":584},[197],{"categories":586},[185],{"categories":588},[173],{"categories":590},[188],{"categories":592},[593],"AI Policy & Regulation",{"categories":595},[],{"categories":597},[173],{"categories":599},[185],{"categories":601},[188],{"categories":603},[185],{"categories":605},[173],{"categories":607},[173],{"categories":609},[173],{"categories":611},[185],{"categories":613},[],{"categories":615},[222],{"categories":617},[618],"Evals & Reliability",{"categories":620},[173],{"categories":622},[173],{"categories":624},[],{"categories":626},[124],{"categories":628},[423],{"categories":630},[593],{"categories":632},[173],{"categories":634},[180],{"categories":636},[173],{"categories":638},[185],{"categories":640},[173],{"categories":642},[185],{"categories":644},[502],{"categories":646},[173],{"categories":648},[197],{"categories":650},[173],{"categories":652},[],{"categories":654},[],{"categories":656},[173],{"categories":658},[423],{"categories":660},[173],{"categories":662},[173],{"categories":664},[173],{"categories":666},[],{"categories":668},[265],{"categories":670},[],{"categories":672},[173],{"categories":674},[],{"categories":676},[185],{"categories":678},[173],{"categories":680},[265],{"categories":682},[],{"categories":684},[173],{"categories":686},[173],{"categories":688},[222],{"categories":690},[185],{"categories":692},[173],{"categories":694},[180],{"categories":696},[185],{"categories":698},[173],{"categories":700},[173],{"categories":702},[197],{"categories":704},[265],{"categories":706},[173],{"categories":708},[185],{"categories":710},[],{"categories":712},[197],{"categories":714},[185],{"categories":716},[222],{"categories":718},[],{"categories":720},[173],{"categories":722},[219],{"categories":724},[173],{"categories":726},[],{"categories":728},[173],{"categories":730},[173],{"categories":732},[173],{"categories":734},[180,294],{"categories":736},[],{"categories":738},[173],{"categories":740},[173],{"categories":742},[185],{"categories":744},[173],{"categories":746},[],{"categories":748},[],{"categories":750},[173],{"categories":752},[265],{"categories":754},[173],{"categories":756},[],{"categories":758},[173],{"categories":760},[331],{"categories":762},[],{"categories":764},[185],{"categories":766},[219],{"categories":768},[173],{"categories":770},[173],{"categories":772},[265],{"categories":774},[],{"categories":776},[219],{"categories":778},[173],{"categories":780},[208],{"categories":782},[173],{"categories":784},[173],{"categories":786},[185],{"categories":788},[219],{"categories":790},[557],{"categories":792},[173],{"categories":794},[294],{"categories":796},[],{"categories":798},[185],{"categories":800},[180],{"categories":802},[197],{"categories":804},[173],{"categories":806},[185],{"categories":808},[],{"categories":810},[173,331],{"categories":812},[173],{"categories":814},[173],{"categories":816},[173],{"categories":818},[185],{"categories":820},[173,197],{"categories":822},[222],{"categories":824},[173],{"categories":826},[173],{"categories":828},[197],{"categories":830},[173],{"categories":832},[185],{"categories":834},[593],{"categories":836},[294],{"categories":838},[173],{"categories":840},[185],{"categories":842},[173],{"categories":844},[173],{"categories":846},[185],{"categories":848},[],{"categories":850},[185],{"categories":852},[173],{"categories":854},[173],{"categories":856},[185],{"categories":858},[173],{"categories":860},[173,180],{"categories":862},[173],{"categories":864},[180],{"categories":866},[],{"categories":868},[265],{"categories":870},[265],{"categories":872},[173],{"categories":874},[],{"categories":876},[],{"categories":878},[173],{"categories":880},[219],{"categories":882},[],{"categories":884},[124],{"categories":886},[173],{"categories":888},[197],{"categories":890},[173],{"categories":892},[893],"Generative UI & Design-to-Code",{"categories":895},[173],{"categories":897},[173],{"categories":899},[265],{"categories":901},[173],{"categories":903},[904],"Algorithmic Accountability",{"categories":906},[185],{"categories":908},[197],{"categories":910},[219],{"categories":912},[265],{"categories":914},[173],{"categories":916},[],{"categories":918},[188],{"categories":920},[173],{"categories":922},[173],{"categories":924},[173],{"categories":926},[185],{"categories":928},[929],"MLOps & Infrastructure",{"categories":931},[173],{"categories":933},[173],{"categories":935},[173],{"categories":937},[173],{"categories":939},[173],{"categories":941},[219],{"categories":943},[188],{"categories":945},[124],{"categories":947},[173],{"categories":949},[185],{"categories":951},[331],{"categories":953},[173],{"categories":955},[180],{"categories":957},[173],{"categories":959},[265],{"categories":961},[173],{"categories":963},[173],{"categories":965},[185],{"categories":967},[],{"categories":969},[],{"categories":971},[173],{"categories":973},[208],{"categories":975},[265],{"categories":977},[219],{"categories":979},[222],{"categories":981},[],{"categories":983},[173],{"categories":985},[173],{"categories":987},[180],{"categories":989},[185],{"categories":991},[173],{"categories":993},[173],{"categories":995},[173],{"categories":997},[173],{"categories":999},[219],{"categories":1001},[208],{"categories":1003},[173],{"categories":1005},[265],{"categories":1007},[173],{"categories":1009},[],{"categories":1011},[185],{"categories":1013},[197],{"categories":1015},[],{"categories":1017},[173],{"categories":1019},[173],{"categories":1021},[185],{"categories":1023},[197],{"categories":1025},[173],{"categories":1027},[222],{"categories":1029},[],{"categories":1031},[173],{"categories":1033},[],{"categories":1035},[173],{"categories":1037},[],{"categories":1039},[188],{"categories":1041},[180],{"categories":1043},[185],{"categories":1045},[185],{"categories":1047},[],{"categories":1049},[124],{"categories":1051},[173],{"categories":1053},[173],{"categories":1055},[180],{"categories":1057},[219],{"categories":1059},[124],{"categories":1061},[],{"categories":1063},[173],{"categories":1065},[],{"categories":1067},[],{"categories":1069},[219],{"categories":1071},[219],{"categories":1073},[],{"categories":1075},[502],{"categories":1077},[173],{"categories":1079},[265],{"categories":1081},[197],{"categories":1083},[],{"categories":1085},[446],{"categories":1087},[185],{"categories":1089},[180],{"categories":1091},[],{"categories":1093},[],{"categories":1095},[124],{"categories":1097},[222],{"categories":1099},[],{"categories":1101},[294],{"categories":1103},[185],{"categories":1105},[180],{"categories":1107},[185],{"categories":1109},[180],{"categories":1111},[173],{"categories":1113},[197],{"categories":1115},[],{"categories":1117},[208],{"categories":1119},[188],{"categories":1121},[173],{"categories":1123},[265],{"categories":1125},[197],{"categories":1127},[180],{"categories":1129},[173],{"categories":1131},[185],{"categories":1133},[180],{"categories":1135},[173],{"categories":1137},[173],{"categories":1139},[173],{"categories":1141},[173],{"categories":1143},[173],{"categories":1145},[],{"categories":1147},[],{"categories":1149},[197],{"categories":1151},[222],{"categories":1153},[188],{"categories":1155},[173],{"categories":1157},[185],{"categories":1159},[197],{"categories":1161},[173],{"categories":1163},[],{"categories":1165},[219],{"categories":1167},[188],{"categories":1169},[197],{"categories":1171},[173],{"categories":1173},[618],{"categories":1175},[331],{"categories":1177},[],{"categories":1179},[185],{"categories":1181},[173],{"categories":1183},[],{"categories":1185},[124],{"categories":1187},[],{"categories":1189},[173],{"categories":1191},[173],{"categories":1193},[173],{"categories":1195},[265],{"categories":1197},[294],{"categories":1199},[173],{"categories":1201},[197],{"categories":1203},[173],{"categories":1205},[185],{"categories":1207},[],{"categories":1209},[197],{"categories":1211},[173],{"categories":1213},[124],{"categories":1215},[],{"categories":1217},[180],{"categories":1219},[173],{"categories":1221},[219],{"categories":1223},[173,331],{"categories":1225},[173],{"categories":1227},[1228],"Design Systems for AI",{"categories":1230},[173],{"categories":1232},[173],{"categories":1234},[219],{"categories":1236},[173],{"categories":1238},[173],{"categories":1240},[173],{"categories":1242},[180],{"categories":1244},[173],{"categories":1246},[173],{"categories":1248},[173],{"categories":1250},[],{"categories":1252},[173],{"categories":1254},[173],{"categories":1256},[180],{"categories":1258},[173],{"categories":1260},[],{"categories":1262},[185],{"categories":1264},[197],{"categories":1266},[219],{"categories":1268},[197],{"categories":1270},[173],{"categories":1272},[265],{"categories":1274},[219],{"categories":1276},[222],{"categories":1278},[173],{"categories":1280},[173],{"categories":1282},[185],{"categories":1284},[124],{"categories":1286},[593],{"categories":1288},[173],{"categories":1290},[185],{"categories":1292},[173],{"categories":1294},[197],{"categories":1296},[197],{"categories":1298},[],{"categories":1300},[],{"categories":1302},[185],{"categories":1304},[188],{"categories":1306},[],{"categories":1308},[180],{"categories":1310},[173],{"categories":1312},[],{"categories":1314},[265],{"categories":1316},[185],{"categories":1318},[197],{"categories":1320},[265],{"categories":1322},[173],{"categories":1324},[173],{"categories":1326},[265],{"categories":1328},[],{"categories":1330},[],{"categories":1332},[219],{"categories":1334},[185],{"categories":1336},[185],{"categories":1338},[173],{"categories":1340},[173],{"categories":1342},[173],{"categories":1344},[173],{"categories":1346},[180],{"categories":1348},[173],{"categories":1350},[173],{"categories":1352},[],{"categories":1354},[197],{"categories":1356},[197],{"categories":1358},[173],{"categories":1360},[197],{"categories":1362},[180],{"categories":1364},[],{"categories":1366},[173],{"categories":1368},[173],{"categories":1370},[173],{"categories":1372},[173],{"categories":1374},[173],{"categories":1376},[185],{"categories":1378},[124],{"categories":1380},[180],{"categories":1382},[173],{"categories":1384},[185],{"categories":1386},[219],{"categories":1388},[185],{"categories":1390},[208],{"categories":1392},[294],{"categories":1394},[173],{"categories":1396},[185],{"categories":1398},[173],{"categories":1400},[173],{"categories":1402},[],{"categories":1404},[265],{"categories":1406},[],{"categories":1408},[173],{"categories":1410},[173],{"categories":1412},[],{"categories":1414},[197],{"categories":1416},[180],{"categories":1418},[1419],"Visual & Generative Media",{"categories":1421},[185],{"categories":1423},[],{"categories":1425},[173],{"categories":1427},[173],{"categories":1429},[197],{"categories":1431},[331],{"categories":1433},[222],{"categories":1435},[593],{"categories":1437},[197],{"categories":1439},[294],{"categories":1441},[173],{"categories":1443},[265],{"categories":1445},[173],{"categories":1447},[173],{"categories":1449},[197],{"categories":1451},[185],{"categories":1453},[173],{"categories":1455},[],{"categories":1457},[],{"categories":1459},[185],{"categories":1461},[197],{"categories":1463},[124],{"categories":1465},[185],{"categories":1467},[557],{"categories":1469},[173],{"categories":1471},[188],{"categories":1473},[173],{"categories":1475},[180],{"categories":1477},[],{"categories":1479},[173],{"categories":1481},[188],{"categories":1483},[173],{"categories":1485},[173],{"categories":1487},[173],{"categories":1489},[188],{"categories":1491},[173],{"categories":1493},[173],{"categories":1495},[294],{"categories":1497},[173],{"categories":1499},[502],{"categories":1501},[173],{"categories":1503},[185],{"categories":1505},[173],{"categories":1507},[173],{"categories":1509},[173],{"categories":1511},[173],{"categories":1513},[265],{"categories":1515},[185],{"categories":1517},[],{"categories":1519},[185],{"categories":1521},[],{"categories":1523},[331],{"categories":1525},[197],{"categories":1527},[],{"categories":1529},[557],{"categories":1531},[173],{"categories":1533},[185],{"categories":1535},[173],{"categories":1537},[265,173],{"categories":1539},[124],{"categories":1541},[173],{"categories":1543},[265],{"categories":1545},[],{"categories":1547},[173],{"categories":1549},[124],{"categories":1551},[1552],"Medical Imaging & Radiology",{"categories":1554},[173],{"categories":1556},[265],{"categories":1558},[185],{"categories":1560},[197],{"categories":1562},[],{"categories":1564},[173],{"categories":1566},[173],{"categories":1568},[173],{"categories":1570},[],{"categories":1572},[],{"categories":1574},[173],{"categories":1576},[502],{"categories":1578},[173],{"categories":1580},[124],{"categories":1582},[173],{"categories":1584},[173],{"categories":1586},[],{"categories":1588},[185],{"categories":1590},[173],{"categories":1592},[188],{"categories":1594},[197],{"categories":1596},[173],{"categories":1598},[502],{"categories":1600},[173],{"categories":1602},[185],{"categories":1604},[173],{"categories":1606},[173],{"categories":1608},[173],{"categories":1610},[265],{"categories":1612},[185],{"categories":1614},[331],{"categories":1616},[265],{"categories":1618},[180],{"categories":1620},[185],{"categories":1622},[219],{"categories":1624},[173],{"categories":1626},[173],{"categories":1628},[188],{"categories":1630},[173],{"categories":1632},[173],{"categories":1634},[173],{"categories":1636},[185],{"categories":1638},[197],{"categories":1640},[197],{"categories":1642},[173],{"categories":1644},[188],{"categories":1646},[],{"categories":1648},[219],{"categories":1650},[],{"categories":1652},[188],{"categories":1654},[185],{"categories":1656},[173],{"categories":1658},[185],{"categories":1660},[1228],{"categories":1662},[1228],{"categories":1664},[265],{"categories":1666},[173],{"categories":1668},[173],{"categories":1670},[185],{"categories":1672},[197],{"categories":1674},[265],{"categories":1676},[185],{"categories":1678},[219],{"categories":1680},[],{"categories":1682},[173],{"categories":1684},[],{"categories":1686},[173],{"categories":1688},[173],{"categories":1690},[173],{"categories":1692},[173],{"categories":1694},[185],{"categories":1696},[1697],"Contract Review & E-Discovery",{"categories":1699},[173],{"categories":1701},[265],{"categories":1703},[173],{"categories":1705},[124],{"categories":1707},[173],{"categories":1709},[219],{"categories":1711},[173],{"categories":1713},[173],{"categories":1715},[294],{"categories":1717},[197],{"categories":1719},[173],{"categories":1721},[173],{"categories":1723},[185],{"categories":1725},[185],{"categories":1727},[904],{"categories":1729},[173],{"categories":1731},[173],{"categories":1733},[185],{"categories":1735},[185],{"categories":1737},[173],{"categories":1739},[173],{"categories":1741},[185],{"categories":1743},[173],{"categories":1745},[173],{"categories":1747},[502],{"categories":1749},[479],{"categories":1751},[173],{"categories":1753},[185],{"categories":1755},[173],{"categories":1757},[1758],"Law-Firm Practice & Adoption",{"categories":1760},[173],{"categories":1762},[185],{"categories":1764},[265],{"categories":1766},[173],{"categories":1768},[173],{"categories":1770},[173],{"categories":1772},[],{"categories":1774},[],{"categories":1776},[197],{"categories":1778},[173],{"categories":1780},[],{"categories":1782},[185],{"categories":1784},[124],{"categories":1786},[331],{"categories":1788},[173],{"categories":1790},[],{"categories":1792},[124],{"categories":1794},[180],{"categories":1796},[173],{"categories":1798},[294],{"categories":1800},[],{"categories":1802},[180],{"categories":1804},[180],{"categories":1806},[],{"categories":1808},[173],{"categories":1810},[188],{"categories":1812},[173],{"categories":1814},[197],{"categories":1816},[],{"categories":1818},[],{"categories":1820},[],{"categories":1822},[],{"categories":1824},[173],{"categories":1826},[185],{"categories":1828},[331],{"categories":1830},[173],{"categories":1832},[124],{"categories":1834},[197],{"categories":1836},[173],{"categories":1838},[173],{"categories":1840},[197],{"categories":1842},[188],{"categories":1844},[173],{"categories":1846},[173],{"categories":1848},[173],{"categories":1850},[929],{"categories":1852},[173],{"categories":1854},[173],{"categories":1856},[294],{"categories":1858},[197],{"categories":1860},[180],{"categories":1862},[173],{"categories":1864},[173],{"categories":1866},[265],{"categories":1868},[173],{"categories":1870},[173],{"categories":1872},[173],{"categories":1874},[173],{"categories":1876},[185],{"categories":1878},[173,124],{"categories":1880},[502],{"categories":1882},[173],{"categories":1884},[173],{"categories":1886},[197],{"categories":1888},[197],{"categories":1890},[265],{"categories":1892},[185],{"categories":1894},[197],{"categories":1896},[173],{"categories":1898},[173],{"categories":1900},[],{"categories":1902},[],{"categories":1904},[173],{"categories":1906},[185],{"categories":1908},[],{"categories":1910},[173],{"categories":1912},[197],{"categories":1914},[222],{"categories":1916},[219],{"categories":1918},[265],{"categories":1920},[173],{"categories":1922},[173],{"categories":1924},[197],{"categories":1926},[],{"categories":1928},[185],{"categories":1930},[173],{"categories":1932},[173],{"categories":1934},[173],{"categories":1936},[173],{"categories":1938},[],{"categories":1940},[185],{"categories":1942},[173],{"categories":1944},[173],{"categories":1946},[],{"categories":1948},[185],{"categories":1950},[173],{"categories":1952},[173],{"categories":1954},[180],{"categories":1956},[173],{"categories":1958},[173],{"categories":1960},[],{"categories":1962},[124],{"categories":1964},[173],{"categories":1966},[173],{"categories":1968},[265],{"categories":1970},[197],{"categories":1972},[173],{"categories":1974},[124],{"categories":1976},[173],{"categories":1978},[197],{"categories":1980},[294],{"categories":1982},[185],{"categories":1984},[185],{"categories":1986},[173],{"categories":1988},[173],{"categories":1990},[173,265],{"categories":1992},[173],{"categories":1994},[185],{"categories":1996},[219],{"categories":1998},[173],{"categories":2000},[219],{"categories":2002},[185],{"categories":2004},[265],{"categories":2006},[173],{"categories":2008},[],{"categories":2010},[197],{"categories":2012},[331],{"categories":2014},[265],{"categories":2016},[197],{"categories":2018},[173],{"categories":2020},[188],{"categories":2022},[173],{"categories":2024},[173],{"categories":2026},[185],{"categories":2028},[],{"categories":2030},[],{"categories":2032},[173],{"categories":2034},[],{"categories":2036},[],{"categories":2038},[188],{"categories":2040},[197],{"categories":2042},[173],{"categories":2044},[185],{"categories":2046},[185],{"categories":2048},[180],{"categories":2050},[185],{"categories":2052},[331],{"categories":2054},[173],{"categories":2056},[173],{"categories":2058},[173],{"categories":2060},[208],{"categories":2062},[173],{"categories":2064},[173],{"categories":2066},[197],{"categories":2068},[185],{"categories":2070},[173],{"categories":2072},[173],{"categories":2074},[446],{"categories":2076},[904],{"categories":2078},[],{"categories":2080},[265],{"categories":2082},[1758],{"categories":2084},[197],{"categories":2086},[],{"categories":2088},[],{"categories":2090},[185],{"categories":2092},[],{"categories":2094},[],{"categories":2096},[173],{"categories":2098},[294],{"categories":2100},[173],{"categories":2102},[294],{"categories":2104},[185],{"categories":2106},[173],{"categories":2108},[197],{"categories":2110},[188],{"categories":2112},[],{"categories":2114},[173],{"categories":2116},[173],{"categories":2118},[197],{"categories":2120},[1697],{"categories":2122},[265],{"categories":2124},[265],{"categories":2126},[173],{"categories":2128},[185],{"categories":2130},[124],{"categories":2132},[173],{"categories":2134},[173],{"categories":2136},[173],{"categories":2138},[265],{"categories":2140},[265],{"categories":2142},[185],{"categories":2144},[185],{"categories":2146},[185],{"categories":2148},[173],{"categories":2150},[173],{"categories":2152},[],{"categories":2154},[173],{"categories":2156},[],{"categories":2158},[2159],"Interaction & Product Design",{"categories":2161},[173],{"categories":2163},[185],{"categories":2165},[197],{"categories":2167},[360],{"categories":2169},[219],{"categories":2171},[197],{"categories":2173},[173],{"categories":2175},[173],{"categories":2177},[197],{"categories":2179},[124],{"categories":2181},[185],{"categories":2183},[173],{"categories":2185},[],{"categories":2187},[185],{"categories":2189},[185],{"categories":2191},[],{"categories":2193},[197],{"categories":2195},[173],{"categories":2197},[124],{"categories":2199},[2159],{"categories":2201},[173],{"categories":2203},[124],{"categories":2205},[124],{"categories":2207},[],{"categories":2209},[185],{"categories":2211},[197],{"categories":2213},[],{"categories":2215},[185],{"categories":2217},[219],{"categories":2219},[173],{"categories":2221},[185],{"categories":2223},[173],{"categories":2225},[185],{"categories":2227},[173],{"categories":2229},[173],{"categories":2231},[219],{"categories":2233},[222],{"categories":2235},[173],{"categories":2237},[188],{"categories":2239},[197],{"categories":2241},[2242],"Coding Agents & Dev Productivity",{"categories":2244},[219],{"categories":2246},[265],{"categories":2248},[173],{"categories":2250},[173],{"categories":2252},[],{"categories":2254},[173],{"categories":2256},[904],{"categories":2258},[],{"categories":2260},[173],{"categories":2262},[331],{"categories":2264},[173],{"categories":2266},[219],{"categories":2268},[],{"categories":2270},[],{"categories":2272},[173],{"categories":2274},[],{"categories":2276},[185],{"categories":2278},[173],{"categories":2280},[],{"categories":2282},[197],{"categories":2284},[197],{"categories":2286},[173],{"categories":2288},[222],{"categories":2290},[],{"categories":2292},[173],{"categories":2294},[173],{"categories":2296},[173],{"categories":2298},[222],{"categories":2300},[197],{"categories":2302},[185],{"categories":2304},[],{"categories":2306},[],{"categories":2308},[173],{"categories":2310},[173],{"categories":2312},[185],{"categories":2314},[185],{"categories":2316},[423],{"categories":2318},[197],{"categories":2320},[197],{"categories":2322},[185],{"categories":2324},[219],{"categories":2326},[219],{"categories":2328},[185],{"categories":2330},[185],{"categories":2332},[173],{"categories":2334},[124],{"categories":2336},[2159],{"categories":2338},[173,331],{"categories":2340},[222],{"categories":2342},[],{"categories":2344},[265],{"categories":2346},[197],{"categories":2348},[124],{"categories":2350},[173],{"categories":2352},[185],{"categories":2354},[2355],"The Designer's Role & Craft",{"categories":2357},[265],{"categories":2359},[],{"categories":2361},[185],{"categories":2363},[173],{"categories":2365},[185],{"categories":2367},[185],{"categories":2369},[173],{"categories":2371},[294],{"categories":2373},[173],{"categories":2375},[197],{"categories":2377},[173],{"categories":2379},[265],{"categories":2381},[173],{"categories":2383},[],{"categories":2385},[185],{"categories":2387},[265],{"categories":2389},[173],{"categories":2391},[173],{"categories":2393},[173],{"categories":2395},[2396],"AI UX Patterns",{"categories":2398},[185],{"categories":2400},[185],{"categories":2402},[185],{"categories":2404},[185],{"categories":2406},[294],{"categories":2408},[222],{"categories":2410},[173],{"categories":2412},[185],{"categories":2414},[173],{"categories":2416},[1228],{"categories":2418},[],{"categories":2420},[294],{"categories":2422},[185],{"categories":2424},[219],{"categories":2426},[197],{"categories":2428},[173],{"categories":2430},[185],{"categories":2432},[],{"categories":2434},[],{"categories":2436},[173],{"categories":2438},[185],{"categories":2440},[173],{"categories":2442},[185],{"categories":2444},[423],{"categories":2446},[265],{"categories":2448},[173],{"categories":2450},[219],{"categories":2452},[197],{"categories":2454},[173],{"categories":2456},[185],{"categories":2458},[185],{"categories":2460},[],{"categories":2462},[173],{"categories":2464},[],{"categories":2466},[],{"categories":2468},[173],{"categories":2470},[173],{"categories":2472},[173],{"categories":2474},[185],{"categories":2476},[197],{"categories":2478},[],{"categories":2480},[],{"categories":2482},[222],{"categories":2484},[208],{"categories":2486},[173],{"categories":2488},[173],{"categories":2490},[222],{"categories":2492},[173],{"categories":2494},[219],{"categories":2496},[173],{"categories":2498},[173],{"categories":2500},[173],{"categories":2502},[185],{"categories":2504},[173],{"categories":2506},[185],{"categories":2508},[173],{"categories":2510},[173],{"categories":2512},[185],{"categories":2514},[],{"categories":2516},[],{"categories":2518},[173],{"categories":2520},[331],{"categories":2522},[173],{"categories":2524},[],{"categories":2526},[],{"categories":2528},[265],{"categories":2530},[929],{"categories":2532},[185],{"categories":2534},[124],{"categories":2536},[2355],{"categories":2538},[],{"categories":2540},[],{"categories":2542},[173],{"categories":2544},[],{"categories":2546},[],{"categories":2548},[197],{"categories":2550},[219],{"categories":2552},[294],{"categories":2554},[180],{"categories":2556},[173],{"categories":2558},[173],{"categories":2560},[180],{"categories":2562},[],{"categories":2564},[265],{"categories":2566},[188],{"categories":2568},[173],{"categories":2570},[173],{"categories":2572},[185],{"categories":2574},[180],{"categories":2576},[173],{"categories":2578},[173],{"categories":2580},[124],{"categories":2582},[173],{"categories":2584},[],{"categories":2586},[124],{"categories":2588},[173],{"categories":2590},[294],{"categories":2592},[185],{"categories":2594},[219],{"categories":2596},[173],{"categories":2598},[197],{"categories":2600},[173],{"categories":2602},[173],{"categories":2604},[180],{"categories":2606},[173],{"categories":2608},[173],{"categories":2610},[173],{"categories":2612},[185],{"categories":2614},[],{"categories":2616},[173],{"categories":2618},[197],{"categories":2620},[124],{"categories":2622},[173],{"categories":2624},[173],{"categories":2626},[173],{"categories":2628},[],{"categories":2630},[173],{"categories":2632},[502],{"categories":2634},[185],{"categories":2636},[180],{"categories":2638},[219],{"categories":2640},[173],{"categories":2642},[173],{"categories":2644},[],{"categories":2646},[180],{"categories":2648},[180],{"categories":2650},[173],{"categories":2652},[173],{"categories":2654},[188],{"categories":2656},[173],{"categories":2658},[173],{"categories":2660},[173],{"categories":2662},[173],{"categories":2664},[197],{"categories":2666},[197],{"categories":2668},[173],{"categories":2670},[],{"categories":2672},[197],{"categories":2674},[173],{"categories":2676},[197],{"categories":2678},[185],{"categories":2680},[593],{"categories":2682},[],{"categories":2684},[],{"categories":2686},[173],{"categories":2688},[219],{"categories":2690},[],{"categories":2692},[331],{"categories":2694},[173],{"categories":2696},[173],{"categories":2698},[265],{"categories":2700},[893],{"categories":2702},[],{"categories":2704},[173],{"categories":2706},[173],{"categories":2708},[173],{"categories":2710},[197],{"categories":2712},[173],{"categories":2714},[173],{"categories":2716},[173,331],{"categories":2718},[173],{"categories":2720},[173],{"categories":2722},[265],{"categories":2724},[185],{"categories":2726},[],{"categories":2728},[185],{"categories":2730},[185],{"categories":2732},[173],{"categories":2734},[173],{"categories":2736},[173],{"categories":2738},[173],{"categories":2740},[222],{"categories":2742},[173],{"categories":2744},[2396],{"categories":2746},[124],{"categories":2748},[222],{"categories":2750},[124],{"categories":2752},[197],{"categories":2754},[265],{"categories":2756},[185],{"categories":2758},[173],{"categories":2760},[],{"categories":2762},[180],{"categories":2764},[173],{"categories":2766},[173],{"categories":2768},[219],{"categories":2770},[173],{"categories":2772},[173],{"categories":2774},[185],{"categories":2776},[173],{"categories":2778},[173],{"categories":2780},[173],{"categories":2782},[180],{"categories":2784},[],{"categories":2786},[331],{"categories":2788},[173],{"categories":2790},[423],{"categories":2792},[265],{"categories":2794},[265],{"categories":2796},[197],{"categories":2798},[185],{"categories":2800},[173],{"categories":2802},[180],{"categories":2804},[219],{"categories":2806},[173],{"categories":2808},[173],{"categories":2810},[265],{"categories":2812},[185],{"categories":2814},[185],{"categories":2816},[173],{"categories":2818},[173],{"categories":2820},[557],{"categories":2822},[],{"categories":2824},[173],{"categories":2826},[173],{"categories":2828},[173],{"categories":2830},[],{"categories":2832},[],{"categories":2834},[173],{"categories":2836},[173],{"categories":2838},[185],{"categories":2840},[173],{"categories":2842},[173],{"categories":2844},[173],{"categories":2846},[197],{"categories":2848},[173],{"categories":2850},[173],{"categories":2852},[185],{"categories":2854},[173],{"categories":2856},[173],{"categories":2858},[173],{"categories":2860},[173],{"categories":2862},[173],{"categories":2864},[],{"categories":2866},[197],{"categories":2868},[222],{"categories":2870},[173],{"categories":2872},[185],{"categories":2874},[173],{"categories":2876},[],{"categories":2878},[],{"categories":2880},[173],{"categories":2882},[173],{"categories":2884},[173],{"categories":2886},[219],{"categories":2888},[222],{"categories":2890},[],{"categories":2892},[173],{"categories":2894},[265],{"categories":2896},[173],{"categories":2898},[331],{"categories":2900},[1758],{"categories":2902},[219],{"categories":2904},[197],{"categories":2906},[197],{"categories":2908},[197],{"categories":2910},[173],{"categories":2912},[173],{"categories":2914},[219],{"categories":2916},[219],{"categories":2918},[331],{"categories":2920},[185],{"categories":2922},[],{"categories":2924},[219],{"categories":2926},[173],{"categories":2928},[124],{"categories":2930},[197],{"categories":2932},[173],{"categories":2934},[219],{"categories":2936},[],{"categories":2938},[173],{"categories":2940},[197],{"categories":2942},[197],{"categories":2944},[222],{"categories":2946},[173],{"categories":2948},[219],{"categories":2950},[173],{"categories":2952},[197],{"categories":2954},[185],{"categories":2956},[219],{"categories":2958},[185],{"categories":2960},[331],{"categories":2962},[185],{"categories":2964},[173],{"categories":2966},[173],{"categories":2968},[173],{"categories":2970},[173],{"categories":2972},[197],{"categories":2974},[173],{"categories":2976},[],{"categories":2978},[185],{"categories":2980},[180],{"categories":2982},[197],{"categories":2984},[],{"categories":2986},[],{"categories":2988},[173],{"categories":2990},[185],{"categories":2992},[173],{"categories":2994},[173],{"categories":2996},[2997],"Frameworks & Tooling",{"categories":2999},[173],{"categories":3001},[173],{"categories":3003},[197],{"categories":3005},[173],{"categories":3007},[173],{"categories":3009},[],{"categories":3011},[222],{"categories":3013},[222],{"categories":3015},[124],{"categories":3017},[173],{"categories":3019},[185],{"categories":3021},[173],{"categories":3023},[265],{"categories":3025},[],{"categories":3027},[1758],{"categories":3029},[173],{"categories":3031},[197],{"categories":3033},[173],{"categories":3035},[331],{"categories":3037},[331],{"categories":3039},[],{"categories":3041},[185],{"categories":3043},[173],{"categories":3045},[219],{"categories":3047},[219],{"categories":3049},[173],{"categories":3051},[185],{"categories":3053},[],{"categories":3055},[265],{"categories":3057},[173],{"categories":3059},[173],{"categories":3061},[],{"categories":3063},[173],{"categories":3065},[185],{"categories":3067},[173],{"categories":3069},[173],{"categories":3071},[],{"categories":3073},[197],{"categories":3075},[173],{"categories":3077},[197],{"categories":3079},[331],{"categories":3081},[173],{"categories":3083},[173],{"categories":3085},[197],{"categories":3087},[180],{"categories":3089},[173],{"categories":3091},[1758],{"categories":3093},[],{"categories":3095},[185],{"categories":3097},[124],{"categories":3099},[173],{"categories":3101},[124],{"categories":3103},[173],{"categories":3105},[],{"categories":3107},[185],{"categories":3109},[173],{"categories":3111},[3112],"AI Design Tooling",{"categories":3114},[265],{"categories":3116},[173],{"categories":3118},[173],{"categories":3120},[197],{"categories":3122},[265],{"categories":3124},[173],{"categories":3126},[197],{"categories":3128},[219],{"categories":3130},[188],{"categories":3132},[197],{"categories":3134},[173],{"categories":3136},[173],{"categories":3138},[185],{"categories":3140},[173],{"categories":3142},[],{"categories":3144},[173],{"categories":3146},[173],{"categories":3148},[185],{"categories":3150},[173],{"categories":3152},[173],{"categories":3154},[173],{"categories":3156},[185],{"categories":3158},[],{"categories":3160},[185],{"categories":3162},[2997],{"categories":3164},[173],{"categories":3166},[173],{"categories":3168},[185],{"categories":3170},[185],{"categories":3172},[197],{"categories":3174},[197],{"categories":3176},[],{"categories":3178},[197],{"categories":3180},[173],{"categories":3182},[173],{"categories":3184},[185],{"categories":3186},[180],{"categories":3188},[173],{"categories":3190},[],{"categories":3192},[173],{"categories":3194},[173],{"categories":3196},[2159],{"categories":3198},[],{"categories":3200},[173],{"categories":3202},[173],{"categories":3204},[173],{"categories":3206},[173],{"categories":3208},[265],{"categories":3210},[173],{"categories":3212},[],{"categories":3214},[173],{"categories":3216},[173],{"categories":3218},[173],{"categories":3220},[294],{"categories":3222},[219],{"categories":3224},[173],{"categories":3226},[173],{"categories":3228},[1758],{"categories":3230},[124],{"categories":3232},[173],{"categories":3234},[173],{"categories":3236},[222],{"categories":3238},[173],{"categories":3240},[173],{"categories":3242},[219],{"categories":3244},[185],{"categories":3246},[],{"categories":3248},[173],{"categories":3250},[173],{"categories":3252},[265],{"categories":3254},[173],{"categories":3256},[294],{"categories":3258},[185],{"categories":3260},[173],{"categories":3262},[185],{"categories":3264},[],{"categories":3266},[],{"categories":3268},[],{"categories":3270},[124],{"categories":3272},[219],{"categories":3274},[185],{"categories":3276},[173],{"categories":3278},[173],{"categories":3280},[173],{"categories":3282},[173],{"categories":3284},[446],{"categories":3286},[265],{"categories":3288},[185],{"categories":3290},[173],{"categories":3292},[],{"categories":3294},[185],{"categories":3296},[185],{"categories":3298},[],{"categories":3300},[173],{"categories":3302},[185],{"categories":3304},[173],{"categories":3306},[],{"categories":3308},[173],{"categories":3310},[173],{"categories":3312},[219],{"categories":3314},[265],{"categories":3316},[185],{"categories":3318},[265],{"categories":3320},[185],{"categories":3322},[173],{"categories":3324},[180],{"categories":3326},[],{"categories":3328},[],{"categories":3330},[173],{"categories":3332},[173],{"categories":3334},[124],{"categories":3336},[185],{"categories":3338},[219],{"categories":3340},[],{"categories":3342},[265],{"categories":3344},[],{"categories":3346},[197],{"categories":3348},[173],{"categories":3350},[197],{"categories":3352},[265],{"categories":3354},[197],{"categories":3356},[173],{"categories":3358},[],{"categories":3360},[173],{"categories":3362},[173],{"categories":3364},[],{"categories":3366},[173],{"categories":3368},[294],{"categories":3370},[173],{"categories":3372},[331],{"categories":3374},[197],{"categories":3376},[173],{"categories":3378},[],{"categories":3380},[185],{"categories":3382},[173],{"categories":3384},[124],{"categories":3386},[557],{"categories":3388},[173],{"categories":3390},[185],{"categories":3392},[173],{"categories":3394},[185],{"categories":3396},[173],{"categories":3398},[173],{"categories":3400},[173],{"categories":3402},[],{"categories":3404},[173],{"categories":3406},[124],{"categories":3408},[173],{"categories":3410},[180],{"categories":3412},[197],{"categories":3414},[265],{"categories":3416},[],{"categories":3418},[173],{"categories":3420},[],{"categories":3422},[],{"categories":3424},[185],{"categories":3426},[173],{"categories":3428},[197],{"categories":3430},[265],{"categories":3432},[219],{"categories":3434},[173],{"categories":3436},[219],{"categories":3438},[185],{"categories":3440},[265],{"categories":3442},[173],{"categories":3444},[],{"categories":3446},[173],{"categories":3448},[208],{"categories":3450},[185],{"categories":3452},[265],{"categories":3454},[219],{"categories":3456},[180],{"categories":3458},[197],{"categories":3460},[173],{"categories":3462},[173],{"categories":3464},[219],{"categories":3466},[294],{"categories":3468},[],{"categories":3470},[],{"categories":3472},[222],{"categories":3474},[502],{"categories":3476},[173],{"categories":3478},[185],{"categories":3480},[173,197],{"categories":3482},[219],{"categories":3484},[173],{"categories":3486},[173],{"categories":3488},[173],{"categories":3490},[173],{"categories":3492},[185],{"categories":3494},[173],{"categories":3496},[185],{"categories":3498},[173],{"categories":3500},[173],{"categories":3502},[173],{"categories":3504},[],{"categories":3506},[173],{"categories":3508},[1228],{"categories":3510},[197],{"categories":3512},[265],{"categories":3514},[173],{"categories":3516},[173],{"categories":3518},[173],{"categories":3520},[222],{"categories":3522},[185],{"categories":3524},[294],{"categories":3526},[331],{"categories":3528},[],{"categories":3530},[173],{"categories":3532},[180],{"categories":3534},[185],{"categories":3536},[124],{"categories":3538},[185],{"categories":3540},[173],{"categories":3542},[185],{"categories":3544},[185],{"categories":3546},[188],{"categories":3548},[197],{"categories":3550},[173],{"categories":3552},[173],{"categories":3554},[],{"categories":3556},[],{"categories":3558},[],{"categories":3560},[331],{"categories":3562},[173],{"categories":3564},[219],{"categories":3566},[173],{"categories":3568},[173],{"categories":3570},[173],{"categories":3572},[173],{"categories":3574},[],{"categories":3576},[173],{"categories":3578},[222],{"categories":3580},[180],{"categories":3582},[185],{"categories":3584},[173],{"categories":3586},[],{"categories":3588},[173],{"categories":3590},[185],{"categories":3592},[173],{"categories":3594},[331],{"categories":3596},[],{"categories":3598},[265],{"categories":3600},[265],{"categories":3602},[],{"categories":3604},[197],{"categories":3606},[173],{"categories":3608},[265],{"categories":3610},[173],{"categories":3612},[180],{"categories":3614},[185],{"categories":3616},[173],{"categories":3618},[],{"categories":3620},[219],{"categories":3622},[173],{"categories":3624},[173],{"categories":3626},[173],{"categories":3628},[265],{"categories":3630},[185],{"categories":3632},[219],{"categories":3634},[],{"categories":3636},[185],{"categories":3638},[180],{"categories":3640},[185],{"categories":3642},[265],{"categories":3644},[173],{"categories":3646},[173],{"categories":3648},[173],{"categories":3650},[502],{"categories":3652},[173],{"categories":3654},[],{"categories":3656},[173],{"categories":3658},[173],{"categories":3660},[331],{"categories":3662},[219],{"categories":3664},[222],{"categories":3666},[593],{"categories":3668},[222],{"categories":3670},[173],{"categories":3672},[],{"categories":3674},[],{"categories":3676},[],{"categories":3678},[185],{"categories":3680},[185],{"categories":3682},[197],{"categories":3684},[173],{"categories":3686},[479],{"categories":3688},[197],{"categories":3690},[173],{"categories":3692},[173],{"categories":3694},[173],{"categories":3696},[173],{"categories":3698},[185],{"categories":3700},[],{"categories":3702},[],{"categories":3704},[173],{"categories":3706},[],{"categories":3708},[173],{"categories":3710},[185],{"categories":3712},[265],{"categories":3714},[173],{"categories":3716},[173],{"categories":3718},[],{"categories":3720},[185],{"categories":3722},[188],{"categories":3724},[173],{"categories":3726},[265],{"categories":3728},[173],{"categories":3730},[185],{"categories":3732},[180],{"categories":3734},[173],{"categories":3736},[294],{"categories":3738},[185],{"categories":3740},[173],{"categories":3742},[173],{"categories":3744},[893],{"categories":3746},[173],{"categories":3748},[185],{"categories":3750},[173],{"categories":3752},[197],{"categories":3754},[173],{"categories":3756},[557],{"categories":3758},[265],{"categories":3760},[],{"categories":3762},[173],{"categories":3764},[219],{"categories":3766},[502],{"categories":3768},[185],{"categories":3770},[173],{"categories":3772},[],{"categories":3774},[219],{"categories":3776},[423],{"categories":3778},[185],{"categories":3780},[185],{"categories":3782},[185],{"categories":3784},[173],{"categories":3786},[173],{"categories":3788},[185],{"categories":3790},[],{"categories":3792},[180],{"categories":3794},[173],{"categories":3796},[180],{"categories":3798},[185],{"categories":3800},[],{"categories":3802},[197],{"categories":3804},[173],{"categories":3806},[173],{"categories":3808},[124],{"categories":3810},[219],{"categories":3812},[331],{"categories":3814},[208],{"categories":3816},[185],{"categories":3818},[185],{"categories":3820},[173],{"categories":3822},[185],{"categories":3824},[173],{"categories":3826},[124],{"categories":3828},[],{"categories":3830},[173],{"categories":3832},[173],{"categories":3834},[173],{"categories":3836},[185],{"categories":3838},[173],{"categories":3840},[],{"categories":3842},[],{"categories":3844},[265],{"categories":3846},[185],{"categories":3848},[173,180],{"categories":3850},[185],{"categories":3852},[173],{"categories":3854},[],{"categories":3856},[124],{"categories":3858},[222],{"categories":3860},[180],{"categories":3862},[173],{"categories":3864},[197],{"categories":3866},[173],{"categories":3868},[173],{"categories":3870},[185],{"categories":3872},[173],{"categories":3874},[173],{"categories":3876},[173],{"categories":3878},[219],{"categories":3880},[1228],{"categories":3882},[185],{"categories":3884},[173],{"categories":3886},[],{"categories":3888},[],{"categories":3890},[173],{"categories":3892},[185],{"categories":3894},[173],{"categories":3896},[173],{"categories":3898},[331],{"categories":3900},[],{"categories":3902},[173],{"categories":3904},[185],{"categories":3906},[208],{"categories":3908},[185],{"categories":3910},[502],{"categories":3912},[],{"categories":3914},[446],{"categories":3916},[185],{"categories":3918},[173],{"categories":3920},[294],{"categories":3922},[185],{"categories":3924},[173],{"categories":3926},[222],{"categories":3928},[188],{"categories":3930},[185],{"categories":3932},[173],{"categories":3934},[502],{"categories":3936},[173],{"categories":3938},[331],{"categories":3940},[],{"categories":3942},[173],{"categories":3944},[294],{"categories":3946},[265],{"categories":3948},[173],{"categories":3950},[173],{"categories":3952},[173],{"categories":3954},[],{"categories":3956},[294],{"categories":3958},[219],{"categories":3960},[173],{"categories":3962},[173],{"categories":3964},[173],{"categories":3966},[593],{"categories":3968},[124],{"categories":3970},[173],{"categories":3972},[173],{"categories":3974},[],{"categories":3976},[],{"categories":3978},[265],{"categories":3980},[173],{"categories":3982},[222],{"categories":3984},[294],{"categories":3986},[185],{"categories":3988},[173],{"categories":3990},[173],{"categories":3992},[294],{"categories":3994},[219],{"categories":3996},[],{"categories":3998},[173],{"categories":4000},[173],{"categories":4002},[],{"categories":4004},[173],{"categories":4006},[173],{"categories":4008},[618],{"categories":4010},[173],{"categories":4012},[173],{"categories":4014},[185],{"categories":4016},[197],{"categories":4018},[502],{"categories":4020},[173],{"categories":4022},[173],{"categories":4024},[173],{"categories":4026},[],{"categories":4028},[173,197],{"categories":4030},[219],{"categories":4032},[185],{"categories":4034},[197],{"categories":4036},[185],{"categories":4038},[929],{"categories":4040},[197],{"categories":4042},[185],{"categories":4044},[173],{"categories":4046},[124],{"categories":4048},[],{"categories":4050},[],{"categories":4052},[185],{"categories":4054},[173],{"categories":4056},[197],{"categories":4058},[173],{"categories":4060},[124],{"categories":4062},[197],{"categories":4064},[197],{"categories":4066},[173],{"categories":4068},[294],{"categories":4070},[173],{"categories":4072},[197],{"categories":4074},[173],{"categories":4076},[],{"categories":4078},[173],{"categories":4080},[265,173],{"categories":4082},[331],{"categories":4084},[124],{"categories":4086},[173],{"categories":4088},[],{"categories":4090},[173],{"categories":4092},[173],{"categories":4094},[180],{"categories":4096},[173],{"categories":4098},[180],{"categories":4100},[173],{"categories":4102},[173],{"categories":4104},[423],{"categories":4106},[173],{"categories":4108},[180],{"categories":4110},[197],{"categories":4112},[222],{"categories":4114},[185],{"categories":4116},[197],{"categories":4118},[173],{"categories":4120},[173],{"categories":4122},[219],{"categories":4124},[294],{"categories":4126},[265],{"categories":4128},[173],{"categories":4130},[173],{"categories":4132},[173],{"categories":4134},[173],{"categories":4136},[124],{"categories":4138},[173],{"categories":4140},[185],{"categories":4142},[185],{"categories":4144},[197],{"categories":4146},[219],{"categories":4148},[197],{"categories":4150},[197],{"categories":4152},[173],{"categories":4154},[173],{"categories":4156},[],{"categories":4158},[],{"categories":4160},[222],{"categories":4162},[173],{"categories":4164},[197],{"categories":4166},[173],{"categories":4168},[265],{"categories":4170},[502],{"categories":4172},[446],{"categories":4174},[423],{"categories":4176},[173],{"categories":4178},[173],{"categories":4180},[173],{"categories":4182},[222],{"categories":4184},[173],{"categories":4186},[173],{"categories":4188},[173],{"categories":4190},[173],{"categories":4192},[173],{"categories":4194},[173],{"categories":4196},[185],{"categories":4198},[124],{"categories":4200},[185],{"categories":4202},[173,180],{"categories":4204},[],{"categories":4206},[265],{"categories":4208},[],{"categories":4210},[188],{"categories":4212},[173],{"categories":4214},[219],{"categories":4216},[124],{"categories":4218},[173],{"categories":4220},[124],{"categories":4222},[185],{"categories":4224},[222],{"categories":4226},[185],{"categories":4228},[185],{"categories":4230},[173],{"categories":4232},[173],{"categories":4234},[180],{"categories":4236},[185],{"categories":4238},[197],{"categories":4240},[294],{"categories":4242},[173],{"categories":4244},[],{"categories":4246},[219],{"categories":4248},[173],{"categories":4250},[173],{"categories":4252},[173],{"categories":4254},[173],{"categories":4256},[173],{"categories":4258},[173],{"categories":4260},[197],{"categories":4262},[219],{"categories":4264},[197],{"categories":4266},[197],{"categories":4268},[173],{"categories":4270},[173],{"categories":4272},[173],{"categories":4274},[446],{"categories":4276},[173],{"categories":4278},[185],{"categories":4280},[219],{"categories":4282},[173],{"categories":4284},[173],{"categories":4286},[173],{"categories":4288},[185],{"categories":4290},[173],{"categories":4292},[173],{"categories":4294},[173],{"categories":4296},[2997],{"categories":4298},[4299],"Clinical AI",{"categories":4301},[265],{"categories":4303},[173],{"categories":4305},[173],{"categories":4307},[173],{"categories":4309},[331],{"categories":4311},[2396],{"categories":4313},[173],{"categories":4315},[188],{"categories":4317},[173],{"categories":4319},[185],{"categories":4321},[173],{"categories":4323},[173],{"categories":4325},[219],{"categories":4327},[173],{"categories":4329},[185],{"categories":4331},[197],{"categories":4333},[294],{"categories":4335},[173],{"categories":4337},[173],{"categories":4339},[180],{"categories":4341},[173],{"categories":4343},[173],{"categories":4345},[557],{"categories":4347},[173],{"categories":4349},[],{"categories":4351},[173],{"categories":4353},[197],{"categories":4355},[124],{"categories":4357},[173],{"categories":4359},[],{"categories":4361},[],{"categories":4363},[173],{"categories":4365},[],{"categories":4367},[180],{"categories":4369},[173],{"categories":4371},[173],{"categories":4373},[185],{"categories":4375},[219],{"categories":4377},[219],{"categories":4379},[219],{"categories":4381},[219],{"categories":4383},[],{"categories":4385},[124],{"categories":4387},[185],{"categories":4389},[219],{"categories":4391},[173],{"categories":4393},[618],{"categories":4395},[188],{"categories":4397},[173],{"categories":4399},[124],{"categories":4401},[173],{"categories":4403},[185],{"categories":4405},[173],{"categories":4407},[173],{"categories":4409},[173,185],{"categories":4411},[185],{"categories":4413},[331],{"categories":4415},[219],{"categories":4417},[185],{"categories":4419},[219],{"categories":4421},[185],{"categories":4423},[173],{"categories":4425},[],{"categories":4427},[219],{"categories":4429},[294],{"categories":4431},[124],{"categories":4433},[173],{"categories":4435},[173],{"categories":4437},[],{"categories":4439},[197],{"categories":4441},[],{"categories":4443},[124],{"categories":4445},[185],{"categories":4447},[219],{"categories":4449},[173],{"categories":4451},[219],{"categories":4453},[124],{"categories":4455},[219],{"categories":4457},[219],{"categories":4459},[],{"categories":4461},[180],{"categories":4463},[185],{"categories":4465},[219],{"categories":4467},[219],{"categories":4469},[219],{"categories":4471},[219],{"categories":4473},[219],{"categories":4475},[219],{"categories":4477},[219],{"categories":4479},[219],{"categories":4481},[219],{"categories":4483},[219],{"categories":4485},[222],{"categories":4487},[124],{"categories":4489},[173],{"categories":4491},[173],{"categories":4493},[185],{"categories":4495},[185],{"categories":4497},[],{"categories":4499},[173],{"categories":4501},[173,124],{"categories":4503},[],{"categories":4505},[185],{"categories":4507},[173],{"categories":4509},[219],{"categories":4511},[185],{"categories":4513},[929],{"categories":4515},[173],{"categories":4517},[173],{"categories":4519},[173],{"categories":4521},[173],{"categories":4523},[173],{"categories":4525},[423],{"categories":4527},[173],{"categories":4529},[173],{"categories":4531},[185],{"categories":4533},[173],{"categories":4535},[180],{"categories":4537},[188],{"categories":4539},[185],{"categories":4541},[185],{"categories":4543},[],{"categories":4545},[185],{"categories":4547},[265],{"categories":4549},[219],{"categories":4551},[173],{"categories":4553},[],{"categories":4555},[188],{"categories":4557},[],{"categories":4559},[197],{"categories":4561},[185],{"categories":4563},[265],{"categories":4565},[173],{"categories":4567},[],{"categories":4569},[173],{"categories":4571},[],{"categories":4573},[294],{"categories":4575},[173],{"categories":4577},[],{"categories":4579},[],{"categories":4581},[219],{"categories":4583},[124],{"categories":4585},[173],{"categories":4587},[173],{"categories":4589},[180],{"categories":4591},[173],{"categories":4593},[173],{"categories":4595},[173],{"categories":4597},[180],{"categories":4599},[180],{"categories":4601},[265],{"categories":4603},[],{"categories":4605},[173],{"categories":4607},[219],{"categories":4609},[],{"categories":4611},[173],{"categories":4613},[173],{"categories":4615},[265],{"categories":4617},[173],{"categories":4619},[294],{"categories":4621},[173],{"categories":4623},[331],{"categories":4625},[],{"categories":4627},[185],{"categories":4629},[294],{"categories":4631},[197],{"categories":4633},[],{"categories":4635},[173],{"categories":4637},[],{"categories":4639},[185],{"categories":4641},[265],{"categories":4643},[197],{"categories":4645},[],{"categories":4647},[2997],{"categories":4649},[180],{"categories":4651},[124],{"categories":4653},[173],{"categories":4655},[222],{"categories":4657},[185],{"categories":4659},[265],{"categories":4661},[197],{"categories":4663},[],{"categories":4665},[],{"categories":4667},[173],{"categories":4669},[124],{"categories":4671},[173],{"categories":4673},[294],{"categories":4675},[],{"categories":4677},[185],{"categories":4679},[185],{"categories":4681},[173],{"categories":4683},[185],{"categories":4685},[173],{"categories":4687},[219],{"categories":4689},[197],{"categories":4691},[173],{"categories":4693},[185],{"categories":4695},[188],{"categories":4697},[173],{"categories":4699},[173],{"categories":4701},[185],{"categories":4703},[173],{"categories":4705},[188],{"categories":4707},[294],{"categories":4709},[219],{"categories":4711},[],{"categories":4713},[294],{"categories":4715},[173],{"categories":4717},[],{"categories":4719},[197],{"categories":4721},[185],{"categories":4723},[],{"categories":4725},[173],{"categories":4727},[173],{"categories":4729},[173],{"categories":4731},[173],{"categories":4733},[173],{"categories":4735},[185],{"categories":4737},[180],{"categories":4739},[124],{"categories":4741},[173],{"categories":4743},[265],{"categories":4745},[197],{"categories":4747},[197],{"categories":4749},[173],{"categories":4751},[222],{"categories":4753},[185],{"categories":4755},[173],{"categories":4757},[173],{"categories":4759},[185],{"categories":4761},[173],{"categories":4763},[180],{"categories":4765},[265],{"categories":4767},[197],{"categories":4769},[185],{"categories":4771},[173],{"categories":4773},[188],{"categories":4775},[173],{"categories":4777},[185],{"categories":4779},[173],{"categories":4781},[173],{"categories":4783},[219],{"categories":4785},[173],{"categories":4787},[],{"categories":4789},[124],{"categories":4791},[173],{"categories":4793},[173],{"categories":4795},[173],{"categories":4797},[197],{"categories":4799},[197],{"categories":4801},[173],{"categories":4803},[197],{"categories":4805},[173],{"categories":4807},[185],{"categories":4809},[173],{"categories":4811},[173],{"categories":4813},[173],{"categories":4815},[173],{"categories":4817},[173],{"categories":4819},[],{"categories":4821},[173],{"categories":4823},[265],{"categories":4825},[180],{"categories":4827},[219],{"categories":4829},[173],{"categories":4831},[185],{"categories":4833},[173],{"categories":4835},[185],{"categories":4837},[173],{"categories":4839},[173],{"categories":4841},[265],{"categories":4843},[185],{"categories":4845},[173],{"categories":4847},[294],{"categories":4849},[173],{"categories":4851},[222],{"categories":4853},[173],{"categories":4855},[173],{"categories":4857},[219],{"categories":4859},[173],{"categories":4861},[173],{"categories":4863},[173],{"categories":4865},[173],{"categories":4867},[185],{"categories":4869},[331],{"categories":4871},[173],{"categories":4873},[197],{"categories":4875},[185],{"categories":4877},[222],{"categories":4879},[],{"categories":4881},[185],{"categories":4883},[197],{"categories":4885},[173],{"categories":4887},[173],{"categories":4889},[2242],{"categories":4891},[265],{"categories":4893},[360],{"categories":4895},[173],{"categories":4897},[173],{"categories":4899},[173],{"categories":4901},[173],{"categories":4903},[124],{"categories":4905},[173],{"categories":4907},[173],{"categories":4909},[197],{"categories":4911},[180],{"categories":4913},[197],{"categories":4915},[173],{"categories":4917},[],{"categories":4919},[185],{"categories":4921},[185],{"categories":4923},[173],{"categories":4925},[173],{"categories":4927},[222],{"categories":4929},[],{"categories":4931},[219],{"categories":4933},[],{"categories":4935},[219],{"categories":4937},[173],{"categories":4939},[173],{"categories":4941},[185],{"categories":4943},[173],{"categories":4945},[185],{"categories":4947},[185],{"categories":4949},[],{"categories":4951},[219],{"categories":4953},[173],{"categories":4955},[],{"categories":4957},[173],{"categories":4959},[173],{"categories":4961},[],{"categories":4963},[173],{"categories":4965},[265],{"categories":4967},[197],{"categories":4969},[185],{"categories":4971},[173],{"categories":4973},[173],{"categories":4975},[173],{"categories":4977},[294],{"categories":4979},[173],{"categories":4981},[173],{"categories":4983},[173],{"categories":4985},[124],{"categories":4987},[173],{"categories":4989},[173],{"categories":4991},[],{"categories":4993},[173],{"categories":4995},[173],{"categories":4997},[],{"categories":4999},[124],{"categories":5001},[173],{"categories":5003},[219],{"categories":5005},[197],{"categories":5007},[188],{"categories":5009},[502],{"categories":5011},[173],{"categories":5013},[173],{"categories":5015},[173],{"categories":5017},[197],{"categories":5019},[219],{"categories":5021},[265],{"categories":5023},[173],{"categories":5025},[173],{"categories":5027},[173],{"categories":5029},[173],{"categories":5031},[219],{"categories":5033},[265],{"categories":5035},[173],{"categories":5037},[173],{"categories":5039},[219],{"categories":5041},[265],{"categories":5043},[173],{"categories":5045},[219],{"categories":5047},[173],{"categories":5049},[185],{"categories":5051},[185],{"categories":5053},[185],{"categories":5055},[197],{"categories":5057},[219],{"categories":5059},[185],{"categories":5061},[185],{"categories":5063},[173],{"categories":5065},[197],{"categories":5067},[265],{"categories":5069},[173],{"categories":5071},[173],{"categories":5073},[173],{"categories":5075},[],{"categories":5077},[185],{"categories":5079},[],{"categories":5081},[173],{"categories":5083},[173],{"categories":5085},[],{"categories":5087},[],{"categories":5089},[185],{"categories":5091},[180],{"categories":5093},[185],{"categories":5095},[5096],"Liability & Ethics",{"categories":5098},[173],{"categories":5100},[173],{"categories":5102},[185],{"categories":5104},[124],{"categories":5106},[185],{"categories":5108},[180],{"categories":5110},[294],{"categories":5112},[185],{"categories":5114},[173],{"categories":5116},[173],{"categories":5118},[],{"categories":5120},[593],{"categories":5122},[185],{"categories":5124},[],{"categories":5126},[173],{"categories":5128},[124],{"categories":5130},[185],{"categories":5132},[],{"categories":5134},[185],{"categories":5136},[173],{"categories":5138},[173],{"categories":5140},[197],{"categories":5142},[173],{"categories":5144},[219],{"categories":5146},[173],{"categories":5148},[173],{"categories":5150},[185],{"categories":5152},[173],{"categories":5154},[173],{"categories":5156},[173],{"categories":5158},[219],{"categories":5160},[185],{"categories":5162},[197],{"categories":5164},[265],{"categories":5166},[124],{"categories":5168},[173],{"categories":5170},[173],{"categories":5172},[],{"categories":5174},[185],{"categories":5176},[185],{"categories":5178},[185],{"categories":5180},[502],{"categories":5182},[265],{"categories":5184},[185],{"categories":5186},[331],{"categories":5188},[197],{"categories":5190},[219],{"categories":5192},[173],{"categories":5194},[265],{"categories":5196},[173],{"categories":5198},[124],{"categories":5200},[],{"categories":5202},[185],{"categories":5204},[173],{"categories":5206},[173],{"categories":5208},[173],{"categories":5210},[185],{"categories":5212},[173],{"categories":5214},[265],{"categories":5216},[],{"categories":5218},[185],{"categories":5220},[188],{"categories":5222},[219],{"categories":5224},[185],{"categories":5226},[180],{"categories":5228},[],{"categories":5230},[173],{"categories":5232},[173],{"categories":5234},[188],{"categories":5236},[173],{"categories":5238},[185],{"categories":5240},[219],{"categories":5242},[124],{"categories":5244},[331],{"categories":5246},[173],{"categories":5248},[173],{"categories":5250},[173],{"categories":5252},[219],{"categories":5254},[180],{"categories":5256},[173],{"categories":5258},[265],{"categories":5260},[219],{"categories":5262},[331],{"categories":5264},[173],{"categories":5266},[185],{"categories":5268},[],{"categories":5270},[557],{"categories":5272},[],{"categories":5274},[173],{"categories":5276},[331],{"categories":5278},[173],{"categories":5280},[222],{"categories":5282},[185],{"categories":5284},[185],{"categories":5286},[5287],"Design News & Tools",{"categories":5289},[173],{"categories":5291},[219],{"categories":5293},[173],{"categories":5295},[173],{"categories":5297},[124],{"categories":5299},[173],{"categories":5301},[265],{"categories":5303},[185],{"categories":5305},[185],{"categories":5307},[265],{"categories":5309},[173],{"categories":5311},[502],{"categories":5313},[185],{"categories":5315},[173],{"categories":5317},[173],{"categories":5319},[502],{"categories":5321},[173],{"categories":5323},[294],{"categories":5325},[173],{"categories":5327},[185],{"categories":5329},[],{"categories":5331},[173],{"categories":5333},[173],{"categories":5335},[173],{"categories":5337},[219],{"categories":5339},[124],{"categories":5341},[],{"categories":5343},[173],{"categories":5345},[173],{"categories":5347},[173],{"categories":5349},[197],{"categories":5351},[618],{"categories":5353},[197],{"categories":5355},[265],{"categories":5357},[173],{"categories":5359},[173,185],{"categories":5361},[294,180],{"categories":5363},[197],{"categories":5365},[173],{"categories":5367},[173],{"categories":5369},[173],{"categories":5371},[173],{"categories":5373},[],{"categories":5375},[185],{"categories":5377},[173],{"categories":5379},[],{"categories":5381},[173],{"categories":5383},[197],{"categories":5385},[173],{"categories":5387},[197],{"categories":5389},[],{"categories":5391},[185],{"categories":5393},[173],{"categories":5395},[180],{"categories":5397},[173],{"categories":5399},[219],{"categories":5401},[173],{"categories":5403},[],{"categories":5405},[185],{"categories":5407},[173],{"categories":5409},[],{"categories":5411},[265],{"categories":5413},[173],{"categories":5415},[173],{"categories":5417},[185],{"categories":5419},[173],{"categories":5421},[173],{"categories":5423},[124],{"categories":5425},[185],{"categories":5427},[173],{"categories":5429},[],{"categories":5431},[331],{"categories":5433},[294],{"categories":5435},[180],{"categories":5437},[180],{"categories":5439},[173],{"categories":5441},[124],{"categories":5443},[124],{"categories":5445},[173],{"categories":5447},[185],{"categories":5449},[173],{"categories":5451},[173],{"categories":5453},[173],{"categories":5455},[173],{"categories":5457},[197],{"categories":5459},[173],{"categories":5461},[124],{"categories":5463},[173],{"categories":5465},[185],{"categories":5467},[173],{"categories":5469},[294],{"categories":5471},[173],{"categories":5473},[219],{"categories":5475},[173],{"categories":5477},[173],{"categories":5479},[185],{"categories":5481},[173],{"categories":5483},[185],{"categories":5485},[],{"categories":5487},[197],{"categories":5489},[],{"categories":5491},[197],{"categories":5493},[185],{"categories":5495},[124],{"categories":5497},[],{"categories":5499},[222],{"categories":5501},[331],{"categories":5503},[173],{"categories":5505},[197],{"categories":5507},[173],{"categories":5509},[],{"categories":5511},[219],{"categories":5513},[185],{"categories":5515},[197],{"categories":5517},[265],{"categories":5519},[173],{"categories":5521},[173],{"categories":5523},[185],{"categories":5525},[197],{"categories":5527},[185],{"categories":5529},[219],{"categories":5531},[173],{"categories":5533},[188],{"categories":5535},[124],{"categories":5537},[188],{"categories":5539},[219],{"categories":5541},[173],{"categories":5543},[197],{"categories":5545},[173],{"categories":5547},[265],{"categories":5549},[180],{"categories":5551},[173],{"categories":5553},[173],{"categories":5555},[173],{"categories":5557},[173],{"categories":5559},[173],{"categories":5561},[173],{"categories":5563},[185],{"categories":5565},[173],{"categories":5567},[185],{"categories":5569},[173],{"categories":5571},[173],{"categories":5573},[124],{"categories":5575},[173],{"categories":5577},[185],{"categories":5579},[185],{"categories":5581},[265],{"categories":5583},[185],{"categories":5585},[185],{"categories":5587},[124],{"categories":5589},[185],{"categories":5591},[265],{"categories":5593},[],{"categories":5595},[173],{"categories":5597},[222],{"categories":5599},[502],{"categories":5601},[173],{"categories":5603},[173],{"categories":5605},[173],{"categories":5607},[197],{"categories":5609},[173],{"categories":5611},[],{"categories":5613},[173],{"categories":5615},[185],{"categories":5617},[173],{"categories":5619},[294],{"categories":5621},[173],{"categories":5623},[219],{"categories":5625},[185],{"categories":5627},[173],{"categories":5629},[294],{"categories":5631},[185],{"categories":5633},[180],{"categories":5635},[180],{"categories":5637},[173],{"categories":5639},[173],{"categories":5641},[173],{"categories":5643},[173],{"categories":5645},[173],{"categories":5647},[124],{"categories":5649},[],{"categories":5651},[173],{"categories":5653},[173],{"categories":5655},[185],{"categories":5657},[185],{"categories":5659},[173],{"categories":5661},[173],{"categories":5663},[173],{"categories":5665},[197],{"categories":5667},[],{"categories":5669},[124],{"categories":5671},[173],{"categories":5673},[173],{"categories":5675},[185],{"categories":5677},[185],{"categories":5679},[],{"categories":5681},[197],{"categories":5683},[197],{"categories":5685},[173],{"categories":5687},[294],{"categories":5689},[180],{"categories":5691},[265],{"categories":5693},[],{"categories":5695},[173],{"categories":5697},[185],{"categories":5699},[124],{"categories":5701},[173],{"categories":5703},[173],{"categories":5705},[197],{"categories":5707},[124],{"categories":5709},[173],{"categories":5711},[173],{"categories":5713},[219],{"categories":5715},[222],{"categories":5717},[219],{"categories":5719},[185],{"categories":5721},[173],{"categories":5723},[],{"categories":5725},[219],{"categories":5727},[185],{"categories":5729},[265],{"categories":5731},[222],{"categories":5733},[173],{"categories":5735},[173],{"categories":5737},[],{"categories":5739},[185],{"categories":5741},[185],{"categories":5743},[185],{"categories":5745},[2997],{"categories":5747},[219],{"categories":5749},[173],{"categories":5751},[197],{"categories":5753},[173],{"categories":5755},[173],{"categories":5757},[173],{"categories":5759},[173],{"categories":5761},[180],{"categories":5763},[173],{"categories":5765},[124],{"categories":5767},[1758],{"categories":5769},[331],{"categories":5771},[124],{"categories":5773},[],{"categories":5775},[173],{"categories":5777},[],{"categories":5779},[219],{"categories":5781},[185],{"categories":5783},[265],{"categories":5785},[173],{"categories":5787},[173],{"categories":5789},[219],{"categories":5791},[],{"categories":5793},[185],{"categories":5795},[185],{"categories":5797},[185],{"categories":5799},[],{"categories":5801},[173],{"categories":5803},[],{"categories":5805},[219],{"categories":5807},[124],{"categories":5809},[265],{"categories":5811},[173],{"categories":5813},[185],{"categories":5815},[219],{"categories":5817},[173],{"categories":5819},[219],{"categories":5821},[],{"categories":5823},[219],{"categories":5825},[124],{"categories":5827},[502],{"categories":5829},[185],{"categories":5831},[173],{"categories":5833},[],{"categories":5835},[197],{"categories":5837},[185],{"categories":5839},[188],{"categories":5841},[185],{"categories":5843},[124],{"categories":5845},[],{"categories":5847},[],{"categories":5849},[],{"categories":5851},[265],{"categories":5853},[185],{"categories":5855},[173],{"categories":5857},[173],{"categories":5859},[],{"categories":5861},[],{"categories":5863},[],{"categories":5865},[173],{"categories":5867},[265],{"categories":5869},[173],{"categories":5871},[],{"categories":5873},[185],{"categories":5875},[173],{"categories":5877},[173],{"categories":5879},[124],{"categories":5881},[],{"categories":5883},[],{"categories":5885},[173],{"categories":5887},[265],{"categories":5889},[173],{"categories":5891},[219],{"categories":5893},[],{"categories":5895},[173],{"categories":5897},[294],{"categories":5899},[219],{"categories":5901},[294],{"categories":5903},[222],{"categories":5905},[173],{"categories":5907},[173],{"categories":5909},[],{"categories":5911},[],{"categories":5913},[185],{"categories":5915},[],{"categories":5917},[173],{"categories":5919},[502],{"categories":5921},[173],{"categories":5923},[173],{"categories":5925},[173],{"categories":5927},[173],{"categories":5929},[],{"categories":5931},[185],{"categories":5933},[173],{"categories":5935},[173],{"categories":5937},[],{"categories":5939},[185],{"categories":5941},[173],{"categories":5943},[219],{"categories":5945},[173],{"categories":5947},[294],{"categories":5949},[180],{"categories":5951},[173],{"categories":5953},[173],{"categories":5955},[185],{"categories":5957},[222],{"categories":5959},[185],{"categories":5961},[185],{"categories":5963},[],{"categories":5965},[185],{"categories":5967},[],{"categories":5969},[173],{"categories":5971},[],{"categories":5973},[219],{"categories":5975},[180],{"categories":5977},[],{"categories":5979},[173],{"categories":5981},[173],{"categories":5983},[],{"categories":5985},[265],{"categories":5987},[124],{"categories":5989},[],{"categories":5991},[180],{"categories":5993},[294],{"categories":5995},[173],{"categories":5997},[197],{"categories":5999},[124],{"categories":6001},[222],{"categories":6003},[180],{"categories":6005},[197],{"categories":6007},[185],{"categories":6009},[197],{"categories":6011},[],{"categories":6013},[173],{"categories":6015},[188],{"categories":6017},[173],{"categories":6019},[],{"categories":6021},[185],{"categories":6023},[124],{"categories":6025},[265],{"categories":6027},[173],{"categories":6029},[124],{"categories":6031},[185],{"categories":6033},[331],{"categories":6035},[173],{"categories":6037},[173],{"categories":6039},[173],{"categories":6041},[124],{"categories":6043},[222],{"categories":6045},[185],{"categories":6047},[],{"categories":6049},[173],{"categories":6051},[173],{"categories":6053},[173],{"categories":6055},[197],{"categories":6057},[185],{"categories":6059},[219],{"categories":6061},[197],{"categories":6063},[173],{"categories":6065},[188],{"categories":6067},[],{"categories":6069},[265],{"categories":6071},[197],{"categories":6073},[219],{"categories":6075},[124],{"categories":6077},[185],{"categories":6079},[173],{"categories":6081},[173],{"categories":6083},[185],{"categories":6085},[188],{"categories":6087},[173],{"categories":6089},[185],{"categories":6091},[173],{"categories":6093},[180],{"categories":6095},[185],{"categories":6097},[185,331],{"categories":6099},[173],{"categories":6101},[173],{"categories":6103},[185],{"categories":6105},[197],{"categories":6107},[173],{"categories":6109},[173],{"categories":6111},[222],{"categories":6113},[185],{"categories":6115},[294],{"categories":6117},[185],{"categories":6119},[180],{"categories":6121},[],{"categories":6123},[185],{"categories":6125},[173],{"categories":6127},[180],{"categories":6129},[],{"categories":6131},[],{"categories":6133},[197],{"categories":6135},[173],{"categories":6137},[173],{"categories":6139},[185],{"categories":6141},[222],{"categories":6143},[294],{"categories":6145},[173],{"categories":6147},[173],{"categories":6149},[185],{"categories":6151},[],{"categories":6153},[185],{"categories":6155},[219],{"categories":6157},[185],{"categories":6159},[173],{"categories":6161},[],{"categories":6163},[219],{"categories":6165},[197],{"categories":6167},[2997],{"categories":6169},[124],{"categories":6171},[197],{"categories":6173},[173],{"categories":6175},[185],{"categories":6177},[173],{"categories":6179},[173],{"categories":6181},[294],{"categories":6183},[197],{"categories":6185},[],{"categories":6187},[219],{"categories":6189},[173],{"categories":6191},[],{"categories":6193},[185],{"categories":6195},[173],{"categories":6197},[173],{"categories":6199},[173],{"categories":6201},[173],{"categories":6203},[185],{"categories":6205},[173],{"categories":6207},[173],{"categories":6209},[188],{"categories":6211},[173],{"categories":6213},[185],{"categories":6215},[173],{"categories":6217},[173],{"categories":6219},[173],{"categories":6221},[173],{"categories":6223},[173],{"categories":6225},[173],{"categories":6227},[173],{"categories":6229},[180],{"categories":6231},[],{"categories":6233},[188],{"categories":6235},[219],{"categories":6237},[185],{"categories":6239},[173],{"categories":6241},[197],{"categories":6243},[],{"categories":6245},[197],{"categories":6247},[197],{"categories":6249},[185],{"categories":6251},[197],{"categories":6253},[173],{"categories":6255},[173],{"categories":6257},[173],{"categories":6259},[185],{"categories":6261},[197],{"categories":6263},[173],{"categories":6265},[173],{"categories":6267},[173],{"categories":6269},[185],{"categories":6271},[219],{"categories":6273},[173],{"categories":6275},[173],{"categories":6277},[173],{"categories":6279},[180],{"categories":6281},[173],{"categories":6283},[185],{"categories":6285},[265],{"categories":6287},[],{"categories":6289},[173],{"categories":6291},[222],{"categories":6293},[185],{"categories":6295},[173],{"categories":6297},[173],{"categories":6299},[],{"categories":6301},[173],{"categories":6303},[173],{"categories":6305},[219],{"categories":6307},[173],{"categories":6309},[173],{"categories":6311},[185],{"categories":6313},[294],{"categories":6315},[],{"categories":6317},[],{"categories":6319},[197],{"categories":6321},[173],{"categories":6323},[219],{"categories":6325},[173],{"categories":6327},[197],{"categories":6329},[219],{"categories":6331},[173],{"categories":6333},[294],{"categories":6335},[222],{"categories":6337},[173],{"categories":6339},[173],{"categories":6341},[124],{"categories":6343},[185],{"categories":6345},[173],{"categories":6347},[173],{"categories":6349},[185],{"categories":6351},[185],{"categories":6353},[173],{"categories":6355},[180],{"categories":6357},[],{"categories":6359},[222],{"categories":6361},[173],{"categories":6363},[],{"categories":6365},[219],{"categories":6367},[173],{"categories":6369},[222],{"categories":6371},[173],{"categories":6373},[197],{"categories":6375},[197],{"categories":6377},[197],{"categories":6379},[185],{"categories":6381},[185],{"categories":6383},[173],{"categories":6385},[185],{"categories":6387},[173],{"categories":6389},[173],{"categories":6391},[265],{"categories":6393},[222],{"categories":6395},[222],{"categories":6397},[],{"categories":6399},[219],{"categories":6401},[173],{"categories":6403},[173],{"categories":6405},[197],{"categories":6407},[],{"categories":6409},[219],{"categories":6411},[219],{"categories":6413},[219],{"categories":6415},[],{"categories":6417},[185],{"categories":6419},[173],{"categories":6421},[],{"categories":6423},[124],{"categories":6425},[180],{"categories":6427},[],{"categories":6429},[173],{"categories":6431},[173],{"categories":6433},[],{"categories":6435},[197],{"categories":6437},[],{"categories":6439},[],{"categories":6441},[],{"categories":6443},[],{"categories":6445},[173],{"categories":6447},[219],{"categories":6449},[],{"categories":6451},[],{"categories":6453},[173],{"categories":6455},[173],{"categories":6457},[173],{"categories":6459},[222],{"categories":6461},[173],{"categories":6463},[222],{"categories":6465},[],{"categories":6467},[222],{"categories":6469},[222],{"categories":6471},[331],{"categories":6473},[185],{"categories":6475},[197],{"categories":6477},[],{"categories":6479},[],{"categories":6481},[222],{"categories":6483},[197],{"categories":6485},[197],{"categories":6487},[197],{"categories":6489},[],{"categories":6491},[124],{"categories":6493},[197],{"categories":6495},[197],{"categories":6497},[124],{"categories":6499},[197],{"categories":6501},[180],{"categories":6503},[197],{"categories":6505},[197],{"categories":6507},[197],{"categories":6509},[222],{"categories":6511},[219],{"categories":6513},[219],{"categories":6515},[173],{"categories":6517},[197],{"categories":6519},[222],{"categories":6521},[331],{"categories":6523},[222],{"categories":6525},[222],{"categories":6527},[222],{"categories":6529},[],{"categories":6531},[180],{"categories":6533},[],{"categories":6535},[331],{"categories":6537},[197],{"categories":6539},[197],{"categories":6541},[197],{"categories":6543},[185],{"categories":6545},[219,180],{"categories":6547},[222],{"categories":6549},[],{"categories":6551},[],{"categories":6553},[222],{"categories":6555},[],{"categories":6557},[222],{"categories":6559},[219],{"categories":6561},[185],{"categories":6563},[],{"categories":6565},[197],{"categories":6567},[173],{"categories":6569},[265],{"categories":6571},[],{"categories":6573},[173],{"categories":6575},[],{"categories":6577},[219],{"categories":6579},[124],{"categories":6581},[222],{"categories":6583},[],{"categories":6585},[197],{"categories":6587},[219],[6589,6701,6804,6877],{"id":6590,"title":6591,"ai":6592,"body":6597,"categories":6659,"created_at":125,"date_modified":125,"description":117,"extension":126,"faq":125,"featured":127,"kicker_label":125,"meta":6660,"navigation":152,"path":6684,"published_at":6685,"question":125,"scraped_at":6686,"seo":6687,"sitemap":6688,"source_id":6689,"source_name":6690,"source_type":6691,"source_url":6692,"stem":6693,"tags":6694,"thumbnail_url":6696,"tldr":6697,"tweet":6698,"unknown_tags":6699,"__hash__":6700},"summaries\u002Fsummaries\u002Fa4a9cd2bf8a3f15f-beyond-agents-building-ai-native-software-summary.md","Beyond Agents: Building AI-Native Software",{"provider":7,"model":8,"input_tokens":6593,"output_tokens":6594,"processing_time_ms":6595,"cost_usd":6596},7855,809,3612,0.00317725,{"type":14,"value":6598,"toc":6654},[6599,6603,6606,6610,6613,6617,6625,6651],[17,6600,6602],{"id":6601},"the-evolution-of-computing-primitives","The Evolution of Computing Primitives",[22,6604,6605],{},"Computing history moves through distinct eras of abstraction, where each phase introduces a new 'primitive' that eventually becomes the foundation for the next. In 1995, the web page was the primary focus, yet it was merely a stepping stone toward the modern web and mobile application ecosystem. Today, we are in the 'agent' era, but agents are similarly a primitive. The goal is to move beyond simple agentic loops toward 'AI-native' software—systems that are fundamentally designed around LLM capabilities rather than just wrapping them in traditional UI.",[17,6607,6609],{"id":6608},"lessons-from-visicalc-and-historical-precedents","Lessons from VisiCalc and Historical Precedents",[22,6611,6612],{},"Technological shifts often trigger fears of displacement, but history suggests they primarily expand the scope of human capability. VisiCalc, the first spreadsheet, did not replace accountants; it made accounting accessible and enabled new categories of work that were previously impossible when calculations required a room full of people. Similarly, the current agentic wave should be viewed as a tool for scaling human intent. By studying historical milestones—from the 1950s focus on programming languages to the 1970s development of relational databases—we can see that the most successful software provides abstractions that allow developers to scale complexity without losing control over the underlying system.",[17,6614,6616],{"id":6615},"building-the-next-generation-ai-native-patterns","Building the Next Generation: AI-Native Patterns",[22,6618,6619,6620,6624],{},"To build software that transcends current agent limitations, we must move toward architectures that handle high-concurrency, multi-model interactions. The project ",[6621,6622,6623],"em",{},"Gradient Bang"," serves as a proof-of-concept for these emerging primitives:",[33,6626,6627,6633,6639,6645],{},[36,6628,6629,6632],{},[39,6630,6631],{},"Asynchronous Non-Blocking Context Compression:"," Managing long-running state without stalling the user experience.",[36,6634,6635,6638],{},[39,6636,6637],{},"Long-Running Sub-Agents:"," Orchestrating multiple specialized agents that share context to perform complex, multi-step tasks.",[36,6640,6641,6644],{},[39,6642,6643],{},"Progressive Skills Loading:"," Dynamically providing the model with tools and capabilities only when needed, optimizing token efficiency.",[36,6646,6647,6650],{},[39,6648,6649],{},"Dynamic Interface Generation:"," Moving away from static UI toward interfaces that adapt in real-time to the agent's current state and user needs.",[22,6652,6653],{},"These patterns represent the shift from 'agents' (which perform tasks) to 'AI-native software' (which provides an environment for autonomous, multimodal interaction).",{"title":117,"searchDepth":118,"depth":118,"links":6655},[6656,6657,6658],{"id":6601,"depth":118,"text":6602},{"id":6608,"depth":118,"text":6609},{"id":6615,"depth":118,"text":6616},[173],{"content_references":6661,"triage":6682},[6662,6666,6669,6672,6675,6680],{"type":6663,"title":6664,"author":6665,"context":135},"paper","As We May Think","Vannevar Bush",{"type":6667,"title":6668,"context":135},"tool","VisiCalc",{"type":6667,"title":6670,"author":6671,"context":135},"Sketchpad","Ivan Sutherland",{"type":143,"title":6673,"author":6674,"context":135},"Knowledge Navigator","Apple",{"type":6667,"title":6676,"author":6677,"url":6678,"context":6679},"Pipecat","Daily","https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fpipecat","mentioned",{"type":143,"title":6623,"context":6681},"reviewed",{"relevance":148,"novelty":149,"quality":149,"actionability":149,"composite":150,"reasoning":6683},"Category: AI & LLMs. The article discusses the evolution of AI-native software, addressing the audience's need for practical insights into building AI-powered products. It presents new concepts like asynchronous context and multi-agent orchestration, which are actionable for developers looking to implement advanced AI features.","\u002Fsummaries\u002Fa4a9cd2bf8a3f15f-beyond-agents-building-ai-native-software-summary","2026-08-07 23:53:33","2026-08-08 03:09:50",{"title":6591,"description":117},{"loc":6684},"a4a9cd2bf8a3f15f","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=LZuWZRze3MU","summaries\u002Fa4a9cd2bf8a3f15f-beyond-agents-building-ai-native-software-summary",[6695,163,164,166],"llm","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FLZuWZRze3MU\u002Fhqdefault.jpg","Agents are the 'web pages' of our era—a primitive, not the destination. The next frontier is AI-native software that leverages asynchronous context, dynamic interfaces, and multi-agent orchestration.","This talk frames the current \"AI agent\" trend as a transitional phase—akin to the early web—and argues that developers should look past simple chat interfaces toward \"AI-native\" software. The speaker draws parallels between historical computing milestones and modern infrastructure, highlighting [Pipecat](https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fpipecat) as an example of the real-time, multi-modal tooling required to build the next generation of interactive applications.",[164,166],"li3HsbGuUqJkdBsKbuWR_CQhaNFrn0PwSszNHc5Gl-Q",{"id":6702,"title":6703,"ai":6704,"body":6709,"categories":6779,"created_at":125,"date_modified":125,"description":117,"extension":126,"faq":125,"featured":127,"kicker_label":125,"meta":6780,"navigation":152,"path":6789,"published_at":6790,"question":125,"scraped_at":6791,"seo":6792,"sitemap":6793,"source_id":6794,"source_name":6690,"source_type":6691,"source_url":6795,"stem":6796,"tags":6797,"thumbnail_url":6799,"tldr":6800,"tweet":6801,"unknown_tags":6802,"__hash__":6803},"summaries\u002Fsummaries\u002F18c0d6a90dc6469b-building-autonomous-software-factories-with-forwar-summary.md","Building Autonomous Software Factories with Forward Deployed Engineering",{"provider":7,"model":8,"input_tokens":6705,"output_tokens":6706,"processing_time_ms":6707,"cost_usd":6708},8118,681,4124,0.003051,{"type":14,"value":6710,"toc":6773},[6711,6715,6718,6722,6725,6739,6743,6746,6766,6770],[17,6712,6714],{"id":6713},"the-software-factory-model","The Software Factory Model",[22,6716,6717],{},"Factory defines the 'software factory' as an end-to-end pipeline where external signals (bug reports, Slack conversations, executive mandates) flow into an automated system that prioritizes, plans, executes, and validates code changes without human intervention. The goal is not to replace humans, but to elevate them from direct code manipulation to managing the systems that build software.",[17,6719,6721],{"id":6720},"agent-readiness-and-autonomy","Agent Readiness and Autonomy",[22,6723,6724],{},"Autonomy is constrained by 'agent readiness'—the degree to which a codebase contains deterministic validation loops (linters, type checkers, security scans, and end-to-end tests). AI agents require these dense feedback signals to maintain performance over long-running tasks.",[33,6726,6727,6733],{},[36,6728,6729,6732],{},[39,6730,6731],{},"The Autonomy Maturity Model:"," Organizations must move from manual tasks to autonomous missions. Success is directly proportional to the ability to validate work; if a task can be framed as a set of verifiable requirements, AI can solve it today.",[36,6734,6735,6738],{},[39,6736,6737],{},"The Balancing Act:"," Eno Reyes warns against the 'Epcot trap'—building a system so advanced it becomes a 'theme park' rather than a practical tool. Forward deployed engineers must demonstrate the future is achievable without overwhelming the organization with the cost of immediate, total transformation.",[17,6740,6742],{"id":6741},"the-role-of-forward-deployed-engineering","The Role of Forward Deployed Engineering",[22,6744,6745],{},"At Factory, forward deployed engineers act as the 'tip of the spear.' They are not professional services consultants; they are product engineers who embed with customers to:",[33,6747,6748,6754,6760],{},[36,6749,6750,6753],{},[39,6751,6752],{},"Instrument the Pipeline:"," Identify where the current software development lifecycle (SDLC) is poorly instrumented and feed that data back into the product.",[36,6755,6756,6759],{},[39,6757,6758],{},"Enable Self-Assembly:"," Ensure the product can self-assemble within complex enterprise environments (e.g., 40-million-line codebases) without manual intervention.",[36,6761,6762,6765],{},[39,6763,6764],{},"Bridge Business and Tech:"," Translate complex engineering outcomes into clear ROI, such as reducing bug rates by X% to drive specific business growth.",[17,6767,6769],{"id":6768},"technical-infrastructure","Technical Infrastructure",[22,6771,6772],{},"To avoid vendor lock-in and ensure security, Factory provides a model-independent agent harness ('Droid'). This allows customers to own their traces and data, and even run the system air-gapped in highly secure environments like finance, healthcare, or government. This architecture ensures that as the organization evolves, they retain control over their software factory's underlying logic and data.",{"title":117,"searchDepth":118,"depth":118,"links":6774},[6775,6776,6777,6778],{"id":6713,"depth":118,"text":6714},{"id":6720,"depth":118,"text":6721},{"id":6741,"depth":118,"text":6742},{"id":6768,"depth":118,"text":6769},[185],{"content_references":6781,"triage":6787},[6782,6785],{"type":6667,"title":6783,"context":6784},"Droid","recommended",{"type":143,"title":6786,"context":6679},"Epcot",{"relevance":148,"novelty":149,"quality":149,"actionability":149,"composite":150,"reasoning":6788},"Category: AI Automation. The article discusses the concept of 'software factories' and how AI agents can automate the software development lifecycle, addressing the audience's need for practical applications of AI in product development. It provides insights into the autonomy maturity model and actionable steps for implementing these systems, making it relevant and actionable for builders.","\u002Fsummaries\u002F18c0d6a90dc6469b-building-autonomous-software-factories-with-forwar-summary","2026-07-28 22:00:06","2026-07-29 03:11:18",{"title":6703,"description":117},{"loc":6789},"18c0d6a90dc6469b","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=wpOA-UXynoM","summaries\u002F18c0d6a90dc6469b-building-autonomous-software-factories-with-forwar-summary",[6798,163,164,166],"automation","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FwpOA-UXynoM\u002Fhqdefault.jpg","Forward deployed engineering is shifting from manual consulting to building 'software factories'—autonomous systems where AI agents handle the full lifecycle from signal to deployment, provided the codebase is 'agent-ready' with robust validation loops.","This talk outlines the \"forward deployed engineering\" model at [Factory](https:\u002F\u002Fenoreyes.com\u002F), where engineers act as a feedback loop between enterprise customers and product development rather than as consultants. The speaker explains how they use an agentic harness, [Droid](https:\u002F\u002Fenoreyes.com\u002F), to automate software development pipelines while balancing the risks of over-automating complex enterprise systems.",[164,166],"RkQrBqyfsjaiD92mwE5XCaBoz3s0BiMejvFVNqO_Ln0",{"id":6805,"title":6806,"ai":6807,"body":6812,"categories":6848,"created_at":125,"date_modified":125,"description":117,"extension":126,"faq":125,"featured":127,"kicker_label":125,"meta":6849,"navigation":152,"path":6864,"published_at":6865,"question":125,"scraped_at":6866,"seo":6867,"sitemap":6868,"source_id":6869,"source_name":6870,"source_type":159,"source_url":6871,"stem":6872,"tags":6873,"thumbnail_url":125,"tldr":6874,"tweet":125,"unknown_tags":6875,"__hash__":6876},"summaries\u002Fsummaries\u002F050f975f8d6191b8-software-factories-balancing-agent-autonomy-and-hu-summary.md","Software Factories: Balancing Agent Autonomy and Human Oversight",{"provider":7,"model":8,"input_tokens":6808,"output_tokens":6809,"processing_time_ms":6810,"cost_usd":6811},8647,745,4030,0.00327925,{"type":14,"value":6813,"toc":6842},[6814,6818,6821,6825,6828,6832,6835,6839],[17,6815,6817],{"id":6816},"the-architecture-of-the-software-factory","The Architecture of the Software Factory",[22,6819,6820],{},"Modern software development is shifting from individual craft to the construction of 'software factories'—systems of harnessed loops. A loop is the atomic unit of agentic work (gather context, act, check, repeat). A harness provides the environment (sandboxing, tools, memory, gates) that makes a loop safe and useful. A factory is the orchestration of these harnessed loops at scale. The fundamental constraint in this model is not code generation, but verification. As generation capacity increases, the bottleneck remains the human review gate, leading to 'back pressure' where autonomy must be limited by the ability to cheaply and reliably verify output.",[17,6822,6824],{"id":6823},"dark-vs-lit-factories","Dark vs. Lit Factories",[22,6826,6827],{},"The distinction between 'dark' and 'lit' factories refers to human visibility. A 'dark' factory operates without human review, relying entirely on automated checks. While this creates an illusion of infinite throughput, it ignores 'comprehension debt'—the gap between the volume of code produced and human understanding. Dark factories are viable for low-stakes, high-frequency tasks (e.g., linting, dependency updates), but they fail in complex, long-lived enterprise systems where architectural integrity and long-term maintainability are paramount. A 'lit' factory keeps human judgment in the loop, moving oversight upstream to the design and architectural phases to ensure that expensive, high-stakes decisions are vetted before code is generated.",[17,6829,6831],{"id":6830},"moving-from-loops-to-graphs","Moving from Loops to Graphs",[22,6833,6834],{},"To manage agent autonomy, engineers should move away from unconstrained loops toward structured workflows, often represented as directed graphs or state machines. By defining explicit nodes and conditional edges, developers create legible failure points and mandatory checks. This approach acknowledges that software has always required structure; attempting to bypass it with pure agentic loops often leads to chaotic, unmaintainable code. The most effective 'agentic' systems are often deterministic code with LLM steps sprinkled at critical decision points.",[17,6836,6838],{"id":6837},"the-human-role-owning-the-outer-loop","The Human Role: Owning the Outer Loop",[22,6840,6841],{},"Engineers must transition from writing individual diffs to owning the 'outer loop.' This involves designing the factory, setting the rubrics for verification, and guarding the final gate. By investing in traditional architectural practices—such as strong typing, well-defined component boundaries, and dependency injection—engineers create a safety net that allows agents to operate efficiently within the inner loop while ensuring the overall system remains understandable and maintainable.",{"title":117,"searchDepth":118,"depth":118,"links":6843},[6844,6845,6846,6847],{"id":6816,"depth":118,"text":6817},{"id":6823,"depth":118,"text":6824},{"id":6830,"depth":118,"text":6831},{"id":6837,"depth":118,"text":6838},[197],{"group":129,"content_references":6850,"triage":6862},[6851,6855,6858,6860],{"type":143,"title":6852,"author":6853,"url":6854,"context":135},"Harness Engineering is not Enough: Why Software Factories Fail","Dex Horthy","https:\u002F\u002Fyoutu.be\u002FhtM02KMNZnk?t=27219",{"type":6667,"title":6856,"url":6857,"context":6679},"HumanLayer","https:\u002F\u002Fhumanlayer.com\u002F",{"type":6667,"title":6859,"context":6679},"LangGraph",{"type":6667,"title":6861,"context":6679},"LlamaIndex Workflows",{"relevance":148,"novelty":149,"quality":149,"actionability":149,"composite":150,"reasoning":6863},"Category: Software Engineering. The article provides a deep exploration of the architecture of software factories, addressing the balance between automation and human oversight, which is a critical concern for product builders. It offers actionable insights on structuring workflows and managing agent autonomy, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002F050f975f8d6191b8-software-factories-balancing-agent-autonomy-and-hu-summary","2026-07-22 03:44:07","2026-07-23 17:59:58",{"title":6806,"description":117},{"loc":6864},"050f975f8d6191b8","Elevate (Addy Osmani Substack)","https:\u002F\u002Faddyo.substack.com\u002Fp\u002Fsoftware-factories-light-and-dark","summaries\u002F050f975f8d6191b8-software-factories-balancing-agent-autonomy-and-hu-summary",[6798,163,164,166],"Software factories are systems of automated loops. The core engineering challenge is not generation speed, but verification; builders must strategically choose between 'dark' (fully automated) and 'lit' (human-reviewed) workflows based on the cost of failure.",[164,166],"htvko0_VbW2Q6mn1LZcMs8TVvhkTIG-6_3nSU3m-Xhk",{"id":6878,"title":6879,"ai":6880,"body":6885,"categories":6973,"created_at":125,"date_modified":125,"description":117,"extension":126,"faq":125,"featured":127,"kicker_label":125,"meta":6974,"navigation":152,"path":7002,"published_at":7003,"question":125,"scraped_at":7004,"seo":7005,"sitemap":7006,"source_id":7007,"source_name":6870,"source_type":159,"source_url":7008,"stem":7009,"tags":7010,"thumbnail_url":125,"tldr":7012,"tweet":125,"unknown_tags":7013,"__hash__":7014},"summaries\u002Fsummaries\u002Fa4a84eb847043d97-own-the-outer-loop-accountability-in-agentic-engin-summary.md","Own the Outer Loop: Accountability in Agentic Engineering",{"provider":7,"model":8,"input_tokens":6881,"output_tokens":6882,"processing_time_ms":6883,"cost_usd":6884},10470,1136,6004,0.0043215,{"type":14,"value":6886,"toc":6967},[6887,6891,6902,6906,6909,6933,6937,6940,6960,6964],[17,6888,6890],{"id":6889},"the-shift-from-execution-to-oversight","The Shift from Execution to Oversight",[22,6892,6893,6894,6897,6898,6901],{},"As AI agents become capable of handling the 'inner loop' of software development (investigation, implementation, verification, and repetition), the role of the engineer is fundamentally changing. The ability to generate code is becoming cheap and abundant, shifting the bottleneck from ",[6621,6895,6896],{},"creation"," to ",[6621,6899,6900],{},"control",". Engineers must now 'own the outer loop'—the boundary where human judgment, governance, and accountability reside.",[17,6903,6905],{"id":6904},"the-three-pillars-of-the-outer-loop","The Three Pillars of the Outer Loop",[22,6907,6908],{},"To maintain high-quality software in an agentic world, engineers must master three core concepts:",[33,6910,6911,6917,6923],{},[36,6912,6913,6916],{},[39,6914,6915],{},"Quality:"," The back-pressure mechanisms (tests, hooks, sandboxes, logs) installed to regulate agent autonomy. These provide the evidence needed to verify that the system is behaving correctly.",[36,6918,6919,6922],{},[39,6920,6921],{},"Verdict:"," The final production decision. While an agent may propose a change, a human must provide the 'verdict'—deciding whether to ship, block, or redirect based on the evidence provided.",[36,6924,6925,6928,6929,6932],{},[39,6926,6927],{},"Answerability:"," The guarantee that an engineer can explain ",[6621,6930,6931],{},"why"," a decision was made. As agents operate over longer time horizons, decisions become harder to trace; therefore, explicit documentation of the rationale and evidence is mandatory for long-term maintenance.",[17,6934,6936],{"id":6935},"avoiding-the-hidden-costs-of-automation","Avoiding the Hidden Costs of Automation",[22,6938,6939],{},"Delegating to AI introduces three specific risks that engineers must actively mitigate:",[33,6941,6942,6948,6954],{},[36,6943,6944,6947],{},[39,6945,6946],{},"Cognitive Surrender:"," The tendency to blindly accept AI output. Research shows that when AI is wrong, users often accept it anyway, feeling a false sense of confidence. Engineers must remain the final arbiter of truth.",[36,6949,6950,6953],{},[39,6951,6952],{},"Cognitive Debt:"," Offloading all problem-solving to agents leads to an erosion of understanding. When the agent produces code that the engineer cannot comprehend, the cost of future maintenance grows exponentially.",[36,6955,6956,6959],{},[39,6957,6958],{},"Orchestration Tax:"," Managing a fleet of agents is not free. Human cognitive bandwidth does not scale linearly with the number of agents, and the effort required to steer, sort, and verify agent output is a non-automatable human task.",[17,6961,6963],{"id":6962},"operationalizing-taste-and-agency","Operationalizing Taste and Agency",[22,6965,6966],{},"In a world where creation is cheap, 'taste'—the ability to make high-quality qualitative judgments where no objective metric exists—becomes the primary competitive advantage. Engineers should move from being task-doers to system-architects who define constraints, design verification loops, and hold the accountability for the final product. True engineering, in this context, is defined by the willingness to sign one's name to the work and accept the consequences of the system's behavior.",{"title":117,"searchDepth":118,"depth":118,"links":6968},[6969,6970,6971,6972],{"id":6889,"depth":118,"text":6890},{"id":6904,"depth":118,"text":6905},{"id":6935,"depth":118,"text":6936},{"id":6962,"depth":118,"text":6963},[197],{"group":129,"content_references":6975,"triage":7000},[6976,6980,6984,6988,6992,6996],{"type":132,"title":6977,"author":6978,"url":6979,"context":135},"State of Code Developer Survey Report","SonarSource","https:\u002F\u002Fwww.sonarsource.com\u002Fstate-of-code-developer-survey-report.pdf",{"type":132,"title":6981,"author":6982,"url":6983,"context":135},"GitLab Research Reveals Organizations Are Generating AI Code Faster Than They Can Control It","GitLab","https:\u002F\u002Fir.gitlab.com\u002Fnews\u002Fnews-details\u002F2026\u002FGitLab-Research-Reveals-Organizations-Are-Generating-AI-Code-Faster-Than-They-Can-Control-It\u002Fdefault.aspx",{"type":132,"title":6985,"author":6986,"url":6987,"context":135},"How agents are transforming work","OpenAI","https:\u002F\u002Fopenai.com\u002Findex\u002Fhow-agents-are-transforming-work\u002F",{"type":143,"title":6989,"author":6990,"url":6991,"context":135},"Thinking Fast, Slow, and Artificially","Wharton","https:\u002F\u002Fexecutiveeducation.wharton.upenn.edu\u002Fthought-leadership\u002Fwharton-at-work\u002F2026\u002F05\u002Fthinking-fast-slow-and-artificially\u002F",{"type":143,"title":6993,"author":6994,"url":6995,"context":135},"AI assistance and coding skills","Anthropic","https:\u002F\u002Fwww.anthropic.com\u002Fresearch\u002FAI-assistance-coding-skills",{"type":143,"title":6997,"author":6998,"url":6999,"context":135},"Taste","Paul Graham","https:\u002F\u002Fpaulgraham.com\u002Ftaste.html",{"relevance":148,"novelty":149,"quality":149,"actionability":149,"composite":150,"reasoning":7001},"Category: Product Strategy. The article discusses the shift in engineering roles due to AI agents, addressing a key pain point for product-minded builders about accountability and oversight in AI-driven development. It provides actionable insights on maintaining quality and decision-making processes, which are crucial for engineers adapting to these changes.","\u002Fsummaries\u002Fa4a84eb847043d97-own-the-outer-loop-accountability-in-agentic-engin-summary","2026-07-09 14:31:24","2026-07-16 13:33:37",{"title":6879,"description":117},{"loc":7002},"a4a84eb847043d97","https:\u002F\u002Faddyo.substack.com\u002Fp\u002Fown-the-outer-loop","summaries\u002Fa4a84eb847043d97-own-the-outer-loop-accountability-in-agentic-engin-summary",[163,164,166,7011],"accountability","As AI agents automate the inner loop of software execution, engineers must shift their focus to the 'outer loop'—owning the decisions, verification, and accountability for what gets shipped.",[164,166,7011],"cVSBSczmqmZUNy6uySZplQeU5IsRrImr0ypLBUqEQxU"]