[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-ae2c62073c0832a9-coding-unlocks-ai-superapps-for-all-knowledge-work-summary":3,"summaries-facets-categories":78,"summary-related-ae2c62073c0832a9-coding-unlocks-ai-superapps-for-all-knowledge-work-summary":6982},{"id":4,"title":5,"ai":6,"body":13,"categories":52,"created_at":54,"date_modified":54,"description":55,"extension":56,"faq":54,"featured":57,"kicker_label":54,"meta":58,"navigation":59,"path":60,"published_at":61,"question":54,"scraped_at":62,"seo":63,"sitemap":64,"source_id":65,"source_name":66,"source_type":67,"source_url":68,"stem":69,"tags":70,"thumbnail_url":54,"tldr":75,"tweet":54,"unknown_tags":76,"__hash__":77},"summaries\u002Fsummaries\u002Fae2c62073c0832a9-coding-unlocks-ai-superapps-for-all-knowledge-work-summary.md","Coding Unlocks AI Superapps for All Knowledge Work",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",6535,1210,12604,0.00188935,{"type":14,"value":15,"toc":45},"minimark",[16,21,25,28,32,35,38,42],[17,18,20],"h2",{"id":19},"coding-as-foundation-for-knowledge-work-automation","Coding as Foundation for Knowledge Work Automation",[22,23,24],"p",{},"Coding agents don't just transform software engineering; they enable automation across all knowledge tasks like design, data analysis, marketing, and planning. Tools like Lovable now handle CSV analysis for startup ideas, app marketing assets, and pitch decks alongside app building. Replit Agent 4 blurs lines by generating interactive websites from slides on infinite canvases. Gamma, GenSpark, and Manis abstract coding to output documents, presentations, web pages, or mobile experiences simultaneously. This convergence stems from code being the universal output layer: agents that code can produce apps, animations, portfolios from messy docs, or real-time multiplayer games. Poll data shows 71.3% of advanced users vibe coding in February, with 62% using agentic AI beyond assistants, diversifying into data analysis and planning.",[22,26,27],{},"Google AI Studio upgrades exemplify this: integrates Anti-Gravity for vibe coding with multiplayer, persistent builds, Pro UI (Shadcn, Framer Motion, npm), one-click databases, Google sign-in, and backend support. Roadmap adds design mode, Figma\u002FWorkspace\u002FGitHub integration, immersive UI agents. Stitch canvas expands design via AI-native tools, voice, prototypes, transportable systems—leveraging YouTube-scale multimodal data for 3D interactive prototypes from da Vinci sketches.",[17,29,31],{"id":30},"product-convergence-superapps-vs-extensible-ecosystems","Product Convergence: Superapps vs. Extensible Ecosystems",[22,33,34],{},"Companies build 'everything apps' recognizing coding's breadth, not desperation. OpenAI plans a desktop superapp merging ChatGPT, Codex, and browser—shifting from standalone products to double down on Codex as core, per CEO Fiti Simo. Claude adds Telegram\u002FDiscord channels for mobile control, mimicking OpenClaw's extensibility with persistent memory and 10K skills. Strategies differ slightly: OpenAI consolidates under one roof; Anthropic builds ecosystem via MCP UI, skills, OpenClaw markdown.",[22,36,37],{},"Lovable's pivot to general tasks (data science, analysis, decks, marketing) isn't dilution—ARR jumped from $300M to $400M monthly despite criticism. Critics call it 'paperclip maximizing' for TAM expansion, but proponents note it unifies MVP building, user analysis, pitching, marketing in one tool, saving tool-switching time. Replit echoes: software is creative, not just technical.",[17,39,41],{"id":40},"market-dynamics-no-moats-vicious-competition","Market Dynamics: No Moats, Vicious Competition",[22,43,44],{},"Zero-cost feature shipping and switching erodes moats, forcing pivots. Non-technical founders prototype fast, but all become 'every company.' OpenAI leads installs; must accelerate coding\u002Fpersonal assistant features before Claude\u002FGemini capture share. Expect 2026 convergence into OpenClaw-like products: you either die a codegen tool or become the everything app. This paradigm shift demands constant adaptation—no product sits still.",{"title":46,"searchDepth":47,"depth":47,"links":48},"",2,[49,50,51],{"id":19,"depth":47,"text":20},{"id":30,"depth":47,"text":31},{"id":40,"depth":47,"text":41},[53],"AI News & Trends",null,"AI roadmaps converge on desktop superapps and general-purpose agents that combine coding, multimodal models, and persistent integrations. Vibecoding and code-first agents are turning software engineering into universal knowledge-work automation across design, analytics, and marketing. Market dynamics show intensifying competition, collapsing moats, and a split between platform consolidation and extensible channel-based ecosystems.\n\nThe AI Daily Brief helps you understand the most important news and discussions in AI. \nSubscribe to the podcast version of The AI Daily Brief wherever you listen: https:\u002F\u002Fpod.link\u002F1680633614\nGet it ad free at http:\u002F\u002Fpatreon.com\u002Faidailybrief\nLearn more about the show https:\u002F\u002Faidailybrief.ai\u002F","md",false,{},true,"\u002Fsummaries\u002Fae2c62073c0832a9-coding-unlocks-ai-superapps-for-all-knowledge-work-summary","2026-04-10 11:08:46","2026-04-10 15:01:02",{"title":5,"description":55},{"loc":60},"ae2c62073c0832a9","The AI Daily Brief","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=634oIgg3v5c","summaries\u002Fae2c62073c0832a9-coding-unlocks-ai-superapps-for-all-knowledge-work-summary",[71,72,73,74],"agents","ai-tools","product-strategy","startups","AI products converge into superapps and general agents because coding capabilities automate design, analytics, marketing, and more—turning software engineering into universal knowledge work, amid collapsing moats and fierce competition.",[],"2sJLB1FUjX2HYhpQFgcMpRS80bc975WFJk3GFxKsUWM",[79,82,85,87,90,92,95,98,100,102,104,106,109,111,113,115,117,120,122,124,126,128,130,133,135,137,139,141,143,145,147,149,151,153,155,157,159,161,163,165,167,169,171,173,175,177,179,182,184,186,188,190,192,194,196,198,200,202,204,206,208,211,213,215,217,219,221,223,225,227,229,231,233,235,237,239,241,243,245,247,249,252,254,256,258,260,262,264,266,268,270,272,274,276,278,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,346,348,350,352,354,356,358,360,362,364,366,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,402,404,406,408,410,412,414,416,418,420,422,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,484,486,488,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,530,532,534,536,538,540,542,544,546,548,550,552,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,842,844,846,848,850,853,855,857,859,861,863,865,867,869,871,873,875,877,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980],{"categories":80},[81],"AI & LLMs",{"categories":83},[84],"Developer Productivity",{"categories":86},[81],{"categories":88},[89],"Business & SaaS",{"categories":91},[81],{"categories":93},[94],"AI Automation",{"categories":96},[97],"Product Strategy",{"categories":99},[94],{"categories":101},[81],{"categories":103},[84],{"categories":105},[94],{"categories":107},[108],"Software Engineering",{"categories":110},[81],{"categories":112},[89],{"categories":114},[],{"categories":116},[81],{"categories":118},[119],"Inference & Serving",{"categories":121},[81],{"categories":123},[81],{"categories":125},[94],{"categories":127},[],{"categories":129},[53],{"categories":131},[132],"Data Science & Visualization",{"categories":134},[94],{"categories":136},[81],{"categories":138},[81],{"categories":140},[89],{"categories":142},[84],{"categories":144},[81],{"categories":146},[94],{"categories":148},[53],{"categories":150},[81],{"categories":152},[94],{"categories":154},[94],{"categories":156},[81],{"categories":158},[81],{"categories":160},[94],{"categories":162},[81],{"categories":164},[81],{"categories":166},[81],{"categories":168},[94],{"categories":170},[53],{"categories":172},[81],{"categories":174},[81],{"categories":176},[81],{"categories":178},[],{"categories":180},[181],"Design & Frontend",{"categories":183},[132],{"categories":185},[53],{"categories":187},[81],{"categories":189},[81],{"categories":191},[81],{"categories":193},[],{"categories":195},[81],{"categories":197},[81],{"categories":199},[94],{"categories":201},[108],{"categories":203},[81],{"categories":205},[94],{"categories":207},[81],{"categories":209},[210],"Marketing & Growth",{"categories":212},[181],{"categories":214},[81],{"categories":216},[94],{"categories":218},[81],{"categories":220},[81],{"categories":222},[108],{"categories":224},[81],{"categories":226},[],{"categories":228},[],{"categories":230},[181],{"categories":232},[81],{"categories":234},[94],{"categories":236},[84],{"categories":238},[108],{"categories":240},[94],{"categories":242},[181],{"categories":244},[97],{"categories":246},[81],{"categories":248},[108],{"categories":250},[251],"DevOps & Cloud",{"categories":253},[94],{"categories":255},[97],{"categories":257},[53],{"categories":259},[81],{"categories":261},[],{"categories":263},[81],{"categories":265},[81],{"categories":267},[],{"categories":269},[94],{"categories":271},[108],{"categories":273},[],{"categories":275},[108],{"categories":277},[81],{"categories":279},[280],"Governance & Standards",{"categories":282},[89],{"categories":284},[],{"categories":286},[],{"categories":288},[81],{"categories":290},[81],{"categories":292},[94],{"categories":294},[81],{"categories":296},[81],{"categories":298},[94],{"categories":300},[81],{"categories":302},[81],{"categories":304},[81],{"categories":306},[],{"categories":308},[108],{"categories":310},[],{"categories":312},[],{"categories":314},[81],{"categories":316},[108],{"categories":318},[],{"categories":320},[108],{"categories":322},[81],{"categories":324},[81],{"categories":326},[210],{"categories":328},[81],{"categories":330},[81],{"categories":332},[81],{"categories":334},[181],{"categories":336},[181],{"categories":338},[81],{"categories":340},[108],{"categories":342},[94],{"categories":344},[345],"GovTech & Public-Sector Adoption",{"categories":347},[108],{"categories":349},[81],{"categories":351},[81],{"categories":353},[81],{"categories":355},[94],{"categories":357},[94],{"categories":359},[132],{"categories":361},[81],{"categories":363},[53],{"categories":365},[94],{"categories":367},[368],"Legal AI Tools",{"categories":370},[81],{"categories":372},[94],{"categories":374},[81],{"categories":376},[210],{"categories":378},[94],{"categories":380},[97],{"categories":382},[81],{"categories":384},[108],{"categories":386},[345],{"categories":388},[],{"categories":390},[94],{"categories":392},[],{"categories":394},[89],{"categories":396},[94],{"categories":398},[94],{"categories":400},[401],"RAG & Retrieval",{"categories":403},[89],{"categories":405},[81],{"categories":407},[108],{"categories":409},[108],{"categories":411},[251],{"categories":413},[181],{"categories":415},[94],{"categories":417},[81],{"categories":419},[81],{"categories":421},[],{"categories":423},[424],"Agents & Orchestration",{"categories":426},[108],{"categories":428},[81],{"categories":430},[],{"categories":432},[94],{"categories":434},[89],{"categories":436},[],{"categories":438},[81],{"categories":440},[],{"categories":442},[81],{"categories":444},[84],{"categories":446},[108],{"categories":448},[89],{"categories":450},[81],{"categories":452},[94],{"categories":454},[81],{"categories":456},[53],{"categories":458},[81],{"categories":460},[],{"categories":462},[81],{"categories":464},[],{"categories":466},[81],{"categories":468},[108],{"categories":470},[81],{"categories":472},[94],{"categories":474},[132],{"categories":476},[],{"categories":478},[81],{"categories":480},[181],{"categories":482},[483],"Models & Frontier Labs",{"categories":485},[],{"categories":487},[181],{"categories":489},[490],"Regulation & Governance of AI",{"categories":492},[97],{"categories":494},[94],{"categories":496},[],{"categories":498},[81],{"categories":500},[81],{"categories":502},[94],{"categories":504},[94],{"categories":506},[53],{"categories":508},[81],{"categories":510},[89],{"categories":512},[81],{"categories":514},[94],{"categories":516},[],{"categories":518},[108],{"categories":520},[94],{"categories":522},[81],{"categories":524},[97],{"categories":526},[81],{"categories":528},[529],"AI Policy & Regulation",{"categories":531},[],{"categories":533},[81],{"categories":535},[94],{"categories":537},[97],{"categories":539},[94],{"categories":541},[81],{"categories":543},[81],{"categories":545},[81],{"categories":547},[94],{"categories":549},[],{"categories":551},[132],{"categories":553},[554],"Evals & Reliability",{"categories":556},[81],{"categories":558},[81],{"categories":560},[],{"categories":562},[84],{"categories":564},[345],{"categories":566},[529],{"categories":568},[81],{"categories":570},[89],{"categories":572},[81],{"categories":574},[94],{"categories":576},[81],{"categories":578},[94],{"categories":580},[424],{"categories":582},[81],{"categories":584},[108],{"categories":586},[81],{"categories":588},[],{"categories":590},[181],{"categories":592},[],{"categories":594},[81],{"categories":596},[345],{"categories":598},[81],{"categories":600},[81],{"categories":602},[81],{"categories":604},[],{"categories":606},[81],{"categories":608},[181],{"categories":610},[108],{"categories":612},[],{"categories":614},[81],{"categories":616},[],{"categories":618},[94],{"categories":620},[81],{"categories":622},[181],{"categories":624},[],{"categories":626},[81],{"categories":628},[81],{"categories":630},[132],{"categories":632},[94],{"categories":634},[81],{"categories":636},[89],{"categories":638},[94],{"categories":640},[81],{"categories":642},[81],{"categories":644},[108],{"categories":646},[181],{"categories":648},[81],{"categories":650},[94],{"categories":652},[],{"categories":654},[108],{"categories":656},[94],{"categories":658},[132],{"categories":660},[],{"categories":662},[81],{"categories":664},[53],{"categories":666},[81],{"categories":668},[],{"categories":670},[81],{"categories":672},[81],{"categories":674},[81],{"categories":676},[89,210],{"categories":678},[],{"categories":680},[108],{"categories":682},[81],{"categories":684},[81],{"categories":686},[94],{"categories":688},[81],{"categories":690},[],{"categories":692},[],{"categories":694},[81],{"categories":696},[181],{"categories":698},[81],{"categories":700},[],{"categories":702},[81],{"categories":704},[251],{"categories":706},[],{"categories":708},[94],{"categories":710},[53],{"categories":712},[81],{"categories":714},[81],{"categories":716},[181],{"categories":718},[],{"categories":720},[53],{"categories":722},[81],{"categories":724},[119],{"categories":726},[81],{"categories":728},[81],{"categories":730},[94],{"categories":732},[53],{"categories":734},[483],{"categories":736},[81],{"categories":738},[210],{"categories":740},[],{"categories":742},[94],{"categories":744},[89],{"categories":746},[108],{"categories":748},[81],{"categories":750},[94],{"categories":752},[],{"categories":754},[81,251],{"categories":756},[81],{"categories":758},[81],{"categories":760},[81],{"categories":762},[94],{"categories":764},[81,108],{"categories":766},[132],{"categories":768},[81],{"categories":770},[81],{"categories":772},[81],{"categories":774},[108],{"categories":776},[81],{"categories":778},[94],{"categories":780},[94],{"categories":782},[529],{"categories":784},[210],{"categories":786},[81],{"categories":788},[94],{"categories":790},[81],{"categories":792},[81],{"categories":794},[94],{"categories":796},[],{"categories":798},[94],{"categories":800},[81],{"categories":802},[81],{"categories":804},[94],{"categories":806},[81],{"categories":808},[81,89],{"categories":810},[81],{"categories":812},[89],{"categories":814},[],{"categories":816},[181],{"categories":818},[181],{"categories":820},[81],{"categories":822},[],{"categories":824},[],{"categories":826},[81],{"categories":828},[53],{"categories":830},[],{"categories":832},[84],{"categories":834},[81],{"categories":836},[108],{"categories":838},[81],{"categories":840},[841],"Generative UI & Design-to-Code",{"categories":843},[81],{"categories":845},[81],{"categories":847},[181],{"categories":849},[81],{"categories":851},[852],"Algorithmic Accountability",{"categories":854},[94],{"categories":856},[108],{"categories":858},[53],{"categories":860},[181],{"categories":862},[81],{"categories":864},[],{"categories":866},[97],{"categories":868},[81],{"categories":870},[81],{"categories":872},[81],{"categories":874},[81],{"categories":876},[94],{"categories":878},[879],"MLOps & Infrastructure",{"categories":881},[81],{"categories":883},[81],{"categories":885},[81],{"categories":887},[81],{"categories":889},[81],{"categories":891},[108],{"categories":893},[53],{"categories":895},[81],{"categories":897},[97],{"categories":899},[84],{"categories":901},[81],{"categories":903},[94],{"categories":905},[251],{"categories":907},[81],{"categories":909},[89],{"categories":911},[81],{"categories":913},[181],{"categories":915},[81],{"categories":917},[81],{"categories":919},[94],{"categories":921},[],{"categories":923},[],{"categories":925},[81],{"categories":927},[119],{"categories":929},[181],{"categories":931},[53],{"categories":933},[132],{"categories":935},[],{"categories":937},[81],{"categories":939},[81],{"categories":941},[89],{"categories":943},[94],{"categories":945},[81],{"categories":947},[81],{"categories":949},[81],{"categories":951},[81],{"categories":953},[53],{"categories":955},[119],{"categories":957},[81],{"categories":959},[181],{"categories":961},[81],{"categories":963},[],{"categories":965},[94],{"categories":967},[108],{"categories":969},[],{"categories":971},[81],{"categories":973},[81],{"categories":975},[94],{"categories":977},[108],{"categories":979},[81],{"categories":981},[132],{"categories":983},[181],{"categories":985},[],{"categories":987},[81],{"categories":989},[],{"categories":991},[81],{"categories":993},[],{"categories":995},[81],{"categories":997},[81],{"categories":999},[97],{"categories":1001},[89],{"categories":1003},[94],{"categories":1005},[94],{"categories":1007},[],{"categories":1009},[81],{"categories":1011},[84],{"categories":1013},[81],{"categories":1015},[81],{"categories":1017},[89],{"categories":1019},[53],{"categories":1021},[84],{"categories":1023},[],{"categories":1025},[81],{"categories":1027},[],{"categories":1029},[81],{"categories":1031},[],{"categories":1033},[53],{"categories":1035},[53],{"categories":1037},[],{"categories":1039},[424],{"categories":1041},[81],{"categories":1043},[181],{"categories":1045},[108],{"categories":1047},[],{"categories":1049},[368],{"categories":1051},[94],{"categories":1053},[89],{"categories":1055},[],{"categories":1057},[],{"categories":1059},[84],{"categories":1061},[132],{"categories":1063},[],{"categories":1065},[210],{"categories":1067},[94],{"categories":1069},[89],{"categories":1071},[94],{"categories":1073},[81],{"categories":1075},[89],{"categories":1077},[81],{"categories":1079},[108],{"categories":1081},[],{"categories":1083},[119],{"categories":1085},[97],{"categories":1087},[81],{"categories":1089},[181],{"categories":1091},[108],{"categories":1093},[89],{"categories":1095},[81],{"categories":1097},[108],{"categories":1099},[81],{"categories":1101},[94],{"categories":1103},[89],{"categories":1105},[81],{"categories":1107},[81],{"categories":1109},[81],{"categories":1111},[81],{"categories":1113},[81],{"categories":1115},[],{"categories":1117},[],{"categories":1119},[108],{"categories":1121},[132],{"categories":1123},[97],{"categories":1125},[81],{"categories":1127},[94],{"categories":1129},[108],{"categories":1131},[108],{"categories":1133},[81],{"categories":1135},[],{"categories":1137},[53],{"categories":1139},[97],{"categories":1141},[97],{"categories":1143},[108],{"categories":1145},[81],{"categories":1147},[554],{"categories":1149},[251],{"categories":1151},[],{"categories":1153},[94],{"categories":1155},[81],{"categories":1157},[],{"categories":1159},[84],{"categories":1161},[],{"categories":1163},[81],{"categories":1165},[81],{"categories":1167},[81],{"categories":1169},[181],{"categories":1171},[210],{"categories":1173},[81],{"categories":1175},[108],{"categories":1177},[81],{"categories":1179},[94],{"categories":1181},[],{"categories":1183},[108],{"categories":1185},[81],{"categories":1187},[84],{"categories":1189},[],{"categories":1191},[89],{"categories":1193},[81],{"categories":1195},[81],{"categories":1197},[53],{"categories":1199},[81,251],{"categories":1201},[81],{"categories":1203},[1204],"Design Systems for AI",{"categories":1206},[81],{"categories":1208},[81],{"categories":1210},[53],{"categories":1212},[81],{"categories":1214},[81],{"categories":1216},[81],{"categories":1218},[89],{"categories":1220},[81],{"categories":1222},[81],{"categories":1224},[81],{"categories":1226},[],{"categories":1228},[81],{"categories":1230},[81],{"categories":1232},[89],{"categories":1234},[81],{"categories":1236},[],{"categories":1238},[94],{"categories":1240},[94],{"categories":1242},[108],{"categories":1244},[53],{"categories":1246},[108],{"categories":1248},[81],{"categories":1250},[181],{"categories":1252},[53],{"categories":1254},[132],{"categories":1256},[81],{"categories":1258},[81],{"categories":1260},[94],{"categories":1262},[84],{"categories":1264},[529],{"categories":1266},[81],{"categories":1268},[94],{"categories":1270},[81],{"categories":1272},[108],{"categories":1274},[108],{"categories":1276},[],{"categories":1278},[],{"categories":1280},[81],{"categories":1282},[94],{"categories":1284},[97],{"categories":1286},[],{"categories":1288},[89],{"categories":1290},[81],{"categories":1292},[],{"categories":1294},[181],{"categories":1296},[108],{"categories":1298},[94],{"categories":1300},[108],{"categories":1302},[181],{"categories":1304},[81],{"categories":1306},[81],{"categories":1308},[181],{"categories":1310},[],{"categories":1312},[],{"categories":1314},[53],{"categories":1316},[94],{"categories":1318},[94],{"categories":1320},[81],{"categories":1322},[81],{"categories":1324},[81],{"categories":1326},[81],{"categories":1328},[89],{"categories":1330},[81],{"categories":1332},[81],{"categories":1334},[],{"categories":1336},[108],{"categories":1338},[108],{"categories":1340},[81],{"categories":1342},[108],{"categories":1344},[89],{"categories":1346},[],{"categories":1348},[81],{"categories":1350},[81],{"categories":1352},[81],{"categories":1354},[81],{"categories":1356},[81],{"categories":1358},[94],{"categories":1360},[84],{"categories":1362},[89],{"categories":1364},[81],{"categories":1366},[94],{"categories":1368},[53],{"categories":1370},[94],{"categories":1372},[119],{"categories":1374},[210],{"categories":1376},[81],{"categories":1378},[94],{"categories":1380},[81],{"categories":1382},[81],{"categories":1384},[81],{"categories":1386},[],{"categories":1388},[181],{"categories":1390},[],{"categories":1392},[81],{"categories":1394},[81],{"categories":1396},[],{"categories":1398},[81],{"categories":1400},[108],{"categories":1402},[89],{"categories":1404},[1405],"Visual & Generative Media",{"categories":1407},[94],{"categories":1409},[],{"categories":1411},[81],{"categories":1413},[81],{"categories":1415},[108],{"categories":1417},[251],{"categories":1419},[81],{"categories":1421},[132],{"categories":1423},[529],{"categories":1425},[108],{"categories":1427},[210],{"categories":1429},[81],{"categories":1431},[181],{"categories":1433},[81],{"categories":1435},[81],{"categories":1437},[108],{"categories":1439},[94],{"categories":1441},[81],{"categories":1443},[],{"categories":1445},[],{"categories":1447},[94],{"categories":1449},[108],{"categories":1451},[84],{"categories":1453},[94],{"categories":1455},[483],{"categories":1457},[81],{"categories":1459},[97],{"categories":1461},[81],{"categories":1463},[89],{"categories":1465},[],{"categories":1467},[81],{"categories":1469},[97],{"categories":1471},[81],{"categories":1473},[81],{"categories":1475},[81],{"categories":1477},[97],{"categories":1479},[81],{"categories":1481},[81],{"categories":1483},[210],{"categories":1485},[81],{"categories":1487},[424],{"categories":1489},[81],{"categories":1491},[94],{"categories":1493},[81],{"categories":1495},[81],{"categories":1497},[81],{"categories":1499},[81],{"categories":1501},[181],{"categories":1503},[94],{"categories":1505},[],{"categories":1507},[94],{"categories":1509},[],{"categories":1511},[251],{"categories":1513},[108],{"categories":1515},[],{"categories":1517},[483],{"categories":1519},[81],{"categories":1521},[94],{"categories":1523},[94],{"categories":1525},[81],{"categories":1527},[181,81],{"categories":1529},[84],{"categories":1531},[81],{"categories":1533},[181],{"categories":1535},[],{"categories":1537},[81],{"categories":1539},[84],{"categories":1541},[81],{"categories":1543},[1544],"Medical Imaging & Radiology",{"categories":1546},[81],{"categories":1548},[81],{"categories":1550},[81],{"categories":1552},[181],{"categories":1554},[94],{"categories":1556},[108],{"categories":1558},[],{"categories":1560},[81],{"categories":1562},[81],{"categories":1564},[81],{"categories":1566},[],{"categories":1568},[],{"categories":1570},[81],{"categories":1572},[81],{"categories":1574},[424],{"categories":1576},[81],{"categories":1578},[84],{"categories":1580},[81],{"categories":1582},[81],{"categories":1584},[],{"categories":1586},[94],{"categories":1588},[81],{"categories":1590},[97],{"categories":1592},[108],{"categories":1594},[81],{"categories":1596},[94],{"categories":1598},[424],{"categories":1600},[81],{"categories":1602},[94],{"categories":1604},[81],{"categories":1606},[81],{"categories":1608},[81],{"categories":1610},[181],{"categories":1612},[94],{"categories":1614},[251],{"categories":1616},[181],{"categories":1618},[89],{"categories":1620},[94],{"categories":1622},[53],{"categories":1624},[81],{"categories":1626},[81],{"categories":1628},[97],{"categories":1630},[81],{"categories":1632},[81],{"categories":1634},[81],{"categories":1636},[81],{"categories":1638},[94],{"categories":1640},[81],{"categories":1642},[108],{"categories":1644},[108],{"categories":1646},[81],{"categories":1648},[97],{"categories":1650},[],{"categories":1652},[53],{"categories":1654},[],{"categories":1656},[97],{"categories":1658},[94],{"categories":1660},[81],{"categories":1662},[94],{"categories":1664},[1204],{"categories":1666},[1204],{"categories":1668},[181],{"categories":1670},[81],{"categories":1672},[81],{"categories":1674},[81],{"categories":1676},[94],{"categories":1678},[108],{"categories":1680},[181],{"categories":1682},[94],{"categories":1684},[53],{"categories":1686},[],{"categories":1688},[81],{"categories":1690},[],{"categories":1692},[81],{"categories":1694},[81],{"categories":1696},[81],{"categories":1698},[81],{"categories":1700},[94],{"categories":1702},[1703],"Contract Review & E-Discovery",{"categories":1705},[81],{"categories":1707},[181],{"categories":1709},[81],{"categories":1711},[84],{"categories":1713},[81],{"categories":1715},[53],{"categories":1717},[81],{"categories":1719},[81],{"categories":1721},[210],{"categories":1723},[108],{"categories":1725},[81],{"categories":1727},[81],{"categories":1729},[94],{"categories":1731},[94],{"categories":1733},[852],{"categories":1735},[81],{"categories":1737},[81],{"categories":1739},[94],{"categories":1741},[94],{"categories":1743},[81],{"categories":1745},[81],{"categories":1747},[81],{"categories":1749},[94],{"categories":1751},[81],{"categories":1753},[81],{"categories":1755},[424],{"categories":1757},[401],{"categories":1759},[81],{"categories":1761},[94],{"categories":1763},[81],{"categories":1765},[1766],"Law-Firm Practice & Adoption",{"categories":1768},[81],{"categories":1770},[94],{"categories":1772},[181],{"categories":1774},[81],{"categories":1776},[81],{"categories":1778},[81],{"categories":1780},[],{"categories":1782},[],{"categories":1784},[108],{"categories":1786},[81],{"categories":1788},[],{"categories":1790},[94],{"categories":1792},[84],{"categories":1794},[251],{"categories":1796},[81],{"categories":1798},[],{"categories":1800},[84],{"categories":1802},[89],{"categories":1804},[81],{"categories":1806},[210],{"categories":1808},[],{"categories":1810},[89],{"categories":1812},[94],{"categories":1814},[89],{"categories":1816},[],{"categories":1818},[81],{"categories":1820},[97],{"categories":1822},[81],{"categories":1824},[108],{"categories":1826},[],{"categories":1828},[],{"categories":1830},[],{"categories":1832},[],{"categories":1834},[81],{"categories":1836},[97],{"categories":1838},[94],{"categories":1840},[251],{"categories":1842},[81],{"categories":1844},[84],{"categories":1846},[108],{"categories":1848},[81],{"categories":1850},[81],{"categories":1852},[108],{"categories":1854},[97],{"categories":1856},[81],{"categories":1858},[81],{"categories":1860},[81],{"categories":1862},[879],{"categories":1864},[81],{"categories":1866},[108],{"categories":1868},[81],{"categories":1870},[210],{"categories":1872},[108],{"categories":1874},[89],{"categories":1876},[81],{"categories":1878},[81],{"categories":1880},[81],{"categories":1882},[181],{"categories":1884},[81],{"categories":1886},[81],{"categories":1888},[81],{"categories":1890},[81],{"categories":1892},[89],{"categories":1894},[94],{"categories":1896},[81,84],{"categories":1898},[424],{"categories":1900},[81],{"categories":1902},[81],{"categories":1904},[108],{"categories":1906},[108],{"categories":1908},[181],{"categories":1910},[94],{"categories":1912},[94],{"categories":1914},[108],{"categories":1916},[81],{"categories":1918},[81],{"categories":1920},[81],{"categories":1922},[],{"categories":1924},[],{"categories":1926},[81],{"categories":1928},[132],{"categories":1930},[81],{"categories":1932},[94],{"categories":1934},[],{"categories":1936},[81],{"categories":1938},[81],{"categories":1940},[108],{"categories":1942},[132],{"categories":1944},[53],{"categories":1946},[181],{"categories":1948},[81],{"categories":1950},[94],{"categories":1952},[81],{"categories":1954},[108],{"categories":1956},[],{"categories":1958},[94],{"categories":1960},[81],{"categories":1962},[81],{"categories":1964},[81],{"categories":1966},[81],{"categories":1968},[],{"categories":1970},[94],{"categories":1972},[81],{"categories":1974},[81],{"categories":1976},[81],{"categories":1978},[],{"categories":1980},[94],{"categories":1982},[81],{"categories":1984},[81],{"categories":1986},[89],{"categories":1988},[81],{"categories":1990},[81],{"categories":1992},[],{"categories":1994},[84],{"categories":1996},[81],{"categories":1998},[81],{"categories":2000},[81],{"categories":2002},[181],{"categories":2004},[81],{"categories":2006},[108],{"categories":2008},[81],{"categories":2010},[84],{"categories":2012},[81],{"categories":2014},[108],{"categories":2016},[210],{"categories":2018},[94],{"categories":2020},[94],{"categories":2022},[81],{"categories":2024},[81],{"categories":2026},[81,181],{"categories":2028},[81],{"categories":2030},[94],{"categories":2032},[53],{"categories":2034},[81],{"categories":2036},[53],{"categories":2038},[94],{"categories":2040},[181],{"categories":2042},[81],{"categories":2044},[],{"categories":2046},[108],{"categories":2048},[251],{"categories":2050},[181],{"categories":2052},[108],{"categories":2054},[81],{"categories":2056},[97],{"categories":2058},[81],{"categories":2060},[81],{"categories":2062},[94],{"categories":2064},[],{"categories":2066},[],{"categories":2068},[81],{"categories":2070},[],{"categories":2072},[],{"categories":2074},[97],{"categories":2076},[108],{"categories":2078},[81],{"categories":2080},[94],{"categories":2082},[94],{"categories":2084},[89],{"categories":2086},[94],{"categories":2088},[251],{"categories":2090},[81],{"categories":2092},[81],{"categories":2094},[81],{"categories":2096},[119],{"categories":2098},[81],{"categories":2100},[81],{"categories":2102},[81],{"categories":2104},[108],{"categories":2106},[94],{"categories":2108},[81],{"categories":2110},[81],{"categories":2112},[108],{"categories":2114},[368],{"categories":2116},[94],{"categories":2118},[852],{"categories":2120},[],{"categories":2122},[181],{"categories":2124},[1766],{"categories":2126},[108],{"categories":2128},[],{"categories":2130},[],{"categories":2132},[81],{"categories":2134},[94],{"categories":2136},[],{"categories":2138},[],{"categories":2140},[81],{"categories":2142},[210],{"categories":2144},[81],{"categories":2146},[210],{"categories":2148},[94],{"categories":2150},[81],{"categories":2152},[81],{"categories":2154},[108],{"categories":2156},[97],{"categories":2158},[],{"categories":2160},[81],{"categories":2162},[81],{"categories":2164},[108],{"categories":2166},[1703],{"categories":2168},[181],{"categories":2170},[181],{"categories":2172},[81],{"categories":2174},[94],{"categories":2176},[84],{"categories":2178},[81],{"categories":2180},[81],{"categories":2182},[81],{"categories":2184},[81],{"categories":2186},[181],{"categories":2188},[181],{"categories":2190},[94],{"categories":2192},[94],{"categories":2194},[94],{"categories":2196},[81],{"categories":2198},[81],{"categories":2200},[],{"categories":2202},[81],{"categories":2204},[],{"categories":2206},[2207],"Interaction & Product Design",{"categories":2209},[81],{"categories":2211},[94],{"categories":2213},[108],{"categories":2215},[280],{"categories":2217},[53],{"categories":2219},[108],{"categories":2221},[81],{"categories":2223},[81],{"categories":2225},[81],{"categories":2227},[108],{"categories":2229},[81],{"categories":2231},[84],{"categories":2233},[94],{"categories":2235},[81],{"categories":2237},[],{"categories":2239},[94],{"categories":2241},[94],{"categories":2243},[94],{"categories":2245},[],{"categories":2247},[108],{"categories":2249},[81],{"categories":2251},[94],{"categories":2253},[84],{"categories":2255},[2207],{"categories":2257},[81],{"categories":2259},[84],{"categories":2261},[84],{"categories":2263},[],{"categories":2265},[94],{"categories":2267},[108],{"categories":2269},[],{"categories":2271},[94],{"categories":2273},[53],{"categories":2275},[81],{"categories":2277},[94],{"categories":2279},[81],{"categories":2281},[94],{"categories":2283},[94],{"categories":2285},[81],{"categories":2287},[81],{"categories":2289},[53],{"categories":2291},[132],{"categories":2293},[81],{"categories":2295},[97],{"categories":2297},[108],{"categories":2299},[2300],"Coding Agents & Dev Productivity",{"categories":2302},[53],{"categories":2304},[181],{"categories":2306},[81],{"categories":2308},[81],{"categories":2310},[],{"categories":2312},[81],{"categories":2314},[852],{"categories":2316},[],{"categories":2318},[81],{"categories":2320},[81],{"categories":2322},[251],{"categories":2324},[81],{"categories":2326},[53],{"categories":2328},[],{"categories":2330},[],{"categories":2332},[81],{"categories":2334},[],{"categories":2336},[94],{"categories":2338},[81],{"categories":2340},[],{"categories":2342},[108],{"categories":2344},[108],{"categories":2346},[81],{"categories":2348},[132],{"categories":2350},[],{"categories":2352},[81],{"categories":2354},[81],{"categories":2356},[81],{"categories":2358},[132],{"categories":2360},[108],{"categories":2362},[94],{"categories":2364},[],{"categories":2366},[],{"categories":2368},[81],{"categories":2370},[81],{"categories":2372},[94],{"categories":2374},[94],{"categories":2376},[345],{"categories":2378},[108],{"categories":2380},[108],{"categories":2382},[94],{"categories":2384},[53],{"categories":2386},[53],{"categories":2388},[94],{"categories":2390},[94],{"categories":2392},[81],{"categories":2394},[84],{"categories":2396},[2207],{"categories":2398},[97],{"categories":2400},[81,251],{"categories":2402},[132],{"categories":2404},[],{"categories":2406},[181],{"categories":2408},[94],{"categories":2410},[108],{"categories":2412},[84],{"categories":2414},[81],{"categories":2416},[94],{"categories":2418},[2419],"The Designer's Role & Craft",{"categories":2421},[181],{"categories":2423},[],{"categories":2425},[94],{"categories":2427},[81],{"categories":2429},[94],{"categories":2431},[94],{"categories":2433},[81],{"categories":2435},[210],{"categories":2437},[81],{"categories":2439},[108],{"categories":2441},[81],{"categories":2443},[181],{"categories":2445},[81],{"categories":2447},[],{"categories":2449},[94],{"categories":2451},[181],{"categories":2453},[97],{"categories":2455},[81],{"categories":2457},[81],{"categories":2459},[81],{"categories":2461},[2462],"AI UX Patterns",{"categories":2464},[94],{"categories":2466},[94],{"categories":2468},[94],{"categories":2470},[94],{"categories":2472},[210],{"categories":2474},[132],{"categories":2476},[81],{"categories":2478},[94],{"categories":2480},[81],{"categories":2482},[1204],{"categories":2484},[],{"categories":2486},[210],{"categories":2488},[94],{"categories":2490},[53],{"categories":2492},[108],{"categories":2494},[81],{"categories":2496},[94],{"categories":2498},[],{"categories":2500},[],{"categories":2502},[81],{"categories":2504},[81],{"categories":2506},[94],{"categories":2508},[81],{"categories":2510},[94],{"categories":2512},[345],{"categories":2514},[181],{"categories":2516},[81],{"categories":2518},[53],{"categories":2520},[108],{"categories":2522},[81],{"categories":2524},[94],{"categories":2526},[94],{"categories":2528},[],{"categories":2530},[81],{"categories":2532},[],{"categories":2534},[81],{"categories":2536},[],{"categories":2538},[81],{"categories":2540},[81],{"categories":2542},[81],{"categories":2544},[94],{"categories":2546},[108],{"categories":2548},[],{"categories":2550},[],{"categories":2552},[132],{"categories":2554},[119],{"categories":2556},[81],{"categories":2558},[81],{"categories":2560},[81],{"categories":2562},[132],{"categories":2564},[81],{"categories":2566},[81],{"categories":2568},[53],{"categories":2570},[81],{"categories":2572},[81],{"categories":2574},[81],{"categories":2576},[94],{"categories":2578},[81],{"categories":2580},[94],{"categories":2582},[81],{"categories":2584},[81],{"categories":2586},[81],{"categories":2588},[94],{"categories":2590},[],{"categories":2592},[81],{"categories":2594},[],{"categories":2596},[81],{"categories":2598},[81],{"categories":2600},[251],{"categories":2602},[81],{"categories":2604},[],{"categories":2606},[],{"categories":2608},[181],{"categories":2610},[879],{"categories":2612},[94],{"categories":2614},[84],{"categories":2616},[2419],{"categories":2618},[],{"categories":2620},[],{"categories":2622},[81],{"categories":2624},[],{"categories":2626},[],{"categories":2628},[108],{"categories":2630},[53],{"categories":2632},[210],{"categories":2634},[94],{"categories":2636},[89],{"categories":2638},[81],{"categories":2640},[81],{"categories":2642},[89],{"categories":2644},[],{"categories":2646},[181],{"categories":2648},[97],{"categories":2650},[81],{"categories":2652},[81],{"categories":2654},[94],{"categories":2656},[89],{"categories":2658},[81],{"categories":2660},[81],{"categories":2662},[84],{"categories":2664},[81],{"categories":2666},[81],{"categories":2668},[],{"categories":2670},[84],{"categories":2672},[81],{"categories":2674},[210],{"categories":2676},[94],{"categories":2678},[53],{"categories":2680},[81],{"categories":2682},[108],{"categories":2684},[81],{"categories":2686},[81],{"categories":2688},[89],{"categories":2690},[81],{"categories":2692},[81],{"categories":2694},[81],{"categories":2696},[94],{"categories":2698},[81],{"categories":2700},[],{"categories":2702},[81],{"categories":2704},[108],{"categories":2706},[84],{"categories":2708},[81],{"categories":2710},[81],{"categories":2712},[81],{"categories":2714},[],{"categories":2716},[81],{"categories":2718},[424],{"categories":2720},[94],{"categories":2722},[89],{"categories":2724},[53],{"categories":2726},[81],{"categories":2728},[81],{"categories":2730},[],{"categories":2732},[89],{"categories":2734},[89],{"categories":2736},[81],{"categories":2738},[81],{"categories":2740},[97],{"categories":2742},[81],{"categories":2744},[81],{"categories":2746},[81],{"categories":2748},[81],{"categories":2750},[108],{"categories":2752},[108],{"categories":2754},[81],{"categories":2756},[],{"categories":2758},[108],{"categories":2760},[81],{"categories":2762},[108],{"categories":2764},[94],{"categories":2766},[529],{"categories":2768},[],{"categories":2770},[],{"categories":2772},[81],{"categories":2774},[53],{"categories":2776},[],{"categories":2778},[251],{"categories":2780},[81],{"categories":2782},[81],{"categories":2784},[81],{"categories":2786},[181],{"categories":2788},[841],{"categories":2790},[],{"categories":2792},[81],{"categories":2794},[81],{"categories":2796},[81],{"categories":2798},[108],{"categories":2800},[81],{"categories":2802},[81],{"categories":2804},[81,251],{"categories":2806},[81],{"categories":2808},[81],{"categories":2810},[181],{"categories":2812},[94],{"categories":2814},[],{"categories":2816},[94],{"categories":2818},[94],{"categories":2820},[81],{"categories":2822},[81],{"categories":2824},[81],{"categories":2826},[81],{"categories":2828},[132],{"categories":2830},[81],{"categories":2832},[2462],{"categories":2834},[84],{"categories":2836},[132],{"categories":2838},[84],{"categories":2840},[108],{"categories":2842},[181],{"categories":2844},[94],{"categories":2846},[81],{"categories":2848},[],{"categories":2850},[89],{"categories":2852},[81],{"categories":2854},[81],{"categories":2856},[53],{"categories":2858},[81],{"categories":2860},[81],{"categories":2862},[81],{"categories":2864},[94],{"categories":2866},[81],{"categories":2868},[81],{"categories":2870},[81],{"categories":2872},[89],{"categories":2874},[],{"categories":2876},[251],{"categories":2878},[81],{"categories":2880},[345],{"categories":2882},[181],{"categories":2884},[181],{"categories":2886},[108],{"categories":2888},[94],{"categories":2890},[81],{"categories":2892},[89],{"categories":2894},[53],{"categories":2896},[81],{"categories":2898},[81],{"categories":2900},[81],{"categories":2902},[181],{"categories":2904},[94],{"categories":2906},[94],{"categories":2908},[81],{"categories":2910},[81],{"categories":2912},[483],{"categories":2914},[94],{"categories":2916},[],{"categories":2918},[81],{"categories":2920},[81],{"categories":2922},[81],{"categories":2924},[],{"categories":2926},[],{"categories":2928},[81],{"categories":2930},[81],{"categories":2932},[94],{"categories":2934},[81],{"categories":2936},[81],{"categories":2938},[81],{"categories":2940},[108],{"categories":2942},[81],{"categories":2944},[81],{"categories":2946},[94],{"categories":2948},[81],{"categories":2950},[81],{"categories":2952},[81],{"categories":2954},[81],{"categories":2956},[81],{"categories":2958},[],{"categories":2960},[108],{"categories":2962},[132],{"categories":2964},[81],{"categories":2966},[94],{"categories":2968},[94],{"categories":2970},[81],{"categories":2972},[81],{"categories":2974},[],{"categories":2976},[],{"categories":2978},[81],{"categories":2980},[81],{"categories":2982},[81],{"categories":2984},[53],{"categories":2986},[132],{"categories":2988},[],{"categories":2990},[81],{"categories":2992},[181],{"categories":2994},[81],{"categories":2996},[251],{"categories":2998},[1766],{"categories":3000},[53],{"categories":3002},[108],{"categories":3004},[81],{"categories":3006},[108],{"categories":3008},[108],{"categories":3010},[81],{"categories":3012},[81],{"categories":3014},[108],{"categories":3016},[53],{"categories":3018},[53],{"categories":3020},[251],{"categories":3022},[94],{"categories":3024},[],{"categories":3026},[53],{"categories":3028},[81],{"categories":3030},[94],{"categories":3032},[84],{"categories":3034},[108],{"categories":3036},[81],{"categories":3038},[53],{"categories":3040},[],{"categories":3042},[81],{"categories":3044},[108],{"categories":3046},[108],{"categories":3048},[132],{"categories":3050},[81],{"categories":3052},[53],{"categories":3054},[81],{"categories":3056},[108],{"categories":3058},[94],{"categories":3060},[94],{"categories":3062},[53],{"categories":3064},[94],{"categories":3066},[251],{"categories":3068},[94],{"categories":3070},[81],{"categories":3072},[81],{"categories":3074},[81],{"categories":3076},[81],{"categories":3078},[108],{"categories":3080},[81],{"categories":3082},[],{"categories":3084},[94],{"categories":3086},[89],{"categories":3088},[108],{"categories":3090},[],{"categories":3092},[],{"categories":3094},[81],{"categories":3096},[94],{"categories":3098},[81],{"categories":3100},[81],{"categories":3102},[3103],"Frameworks & Tooling",{"categories":3105},[81],{"categories":3107},[81],{"categories":3109},[108],{"categories":3111},[81],{"categories":3113},[81],{"categories":3115},[],{"categories":3117},[132],{"categories":3119},[132],{"categories":3121},[84],{"categories":3123},[81],{"categories":3125},[94],{"categories":3127},[81],{"categories":3129},[181],{"categories":3131},[],{"categories":3133},[1766],{"categories":3135},[81],{"categories":3137},[108],{"categories":3139},[81],{"categories":3141},[251],{"categories":3143},[251],{"categories":3145},[],{"categories":3147},[94],{"categories":3149},[94],{"categories":3151},[81],{"categories":3153},[81],{"categories":3155},[53],{"categories":3157},[94],{"categories":3159},[53],{"categories":3161},[81],{"categories":3163},[94],{"categories":3165},[],{"categories":3167},[181],{"categories":3169},[81],{"categories":3171},[81],{"categories":3173},[],{"categories":3175},[81],{"categories":3177},[94],{"categories":3179},[81],{"categories":3181},[81],{"categories":3183},[81],{"categories":3185},[],{"categories":3187},[108],{"categories":3189},[81],{"categories":3191},[108],{"categories":3193},[251],{"categories":3195},[81],{"categories":3197},[81],{"categories":3199},[81],{"categories":3201},[108],{"categories":3203},[89],{"categories":3205},[81],{"categories":3207},[1766],{"categories":3209},[],{"categories":3211},[94],{"categories":3213},[84],{"categories":3215},[81],{"categories":3217},[84],{"categories":3219},[81],{"categories":3221},[],{"categories":3223},[94],{"categories":3225},[81],{"categories":3227},[81],{"categories":3229},[3230],"AI Design Tooling",{"categories":3232},[181],{"categories":3234},[81],{"categories":3236},[81],{"categories":3238},[108],{"categories":3240},[181],{"categories":3242},[81],{"categories":3244},[81],{"categories":3246},[108],{"categories":3248},[53],{"categories":3250},[97],{"categories":3252},[108],{"categories":3254},[81],{"categories":3256},[81],{"categories":3258},[81],{"categories":3260},[94],{"categories":3262},[81],{"categories":3264},[],{"categories":3266},[94],{"categories":3268},[81],{"categories":3270},[81],{"categories":3272},[94],{"categories":3274},[81],{"categories":3276},[81],{"categories":3278},[81],{"categories":3280},[94],{"categories":3282},[],{"categories":3284},[94],{"categories":3286},[3103],{"categories":3288},[81],{"categories":3290},[81],{"categories":3292},[94],{"categories":3294},[94],{"categories":3296},[108],{"categories":3298},[108],{"categories":3300},[81],{"categories":3302},[],{"categories":3304},[108],{"categories":3306},[81],{"categories":3308},[81],{"categories":3310},[94],{"categories":3312},[89],{"categories":3314},[81],{"categories":3316},[],{"categories":3318},[81],{"categories":3320},[81],{"categories":3322},[2207],{"categories":3324},[],{"categories":3326},[81],{"categories":3328},[81],{"categories":3330},[81],{"categories":3332},[81],{"categories":3334},[181],{"categories":3336},[81],{"categories":3338},[],{"categories":3340},[81],{"categories":3342},[81],{"categories":3344},[81],{"categories":3346},[81],{"categories":3348},[210],{"categories":3350},[53],{"categories":3352},[81],{"categories":3354},[81],{"categories":3356},[1766],{"categories":3358},[84],{"categories":3360},[81],{"categories":3362},[81],{"categories":3364},[132],{"categories":3366},[81],{"categories":3368},[81],{"categories":3370},[53],{"categories":3372},[94],{"categories":3374},[],{"categories":3376},[81],{"categories":3378},[81],{"categories":3380},[181],{"categories":3382},[81],{"categories":3384},[210],{"categories":3386},[94],{"categories":3388},[81],{"categories":3390},[94],{"categories":3392},[],{"categories":3394},[],{"categories":3396},[],{"categories":3398},[84],{"categories":3400},[53],{"categories":3402},[94],{"categories":3404},[81],{"categories":3406},[81],{"categories":3408},[81],{"categories":3410},[81],{"categories":3412},[368],{"categories":3414},[181],{"categories":3416},[94],{"categories":3418},[81],{"categories":3420},[],{"categories":3422},[94],{"categories":3424},[94],{"categories":3426},[],{"categories":3428},[81],{"categories":3430},[94],{"categories":3432},[81],{"categories":3434},[],{"categories":3436},[81],{"categories":3438},[81],{"categories":3440},[81],{"categories":3442},[53],{"categories":3444},[181],{"categories":3446},[94],{"categories":3448},[181],{"categories":3450},[94],{"categories":3452},[81],{"categories":3454},[89],{"categories":3456},[],{"categories":3458},[],{"categories":3460},[81],{"categories":3462},[81],{"categories":3464},[81],{"categories":3466},[84],{"categories":3468},[94],{"categories":3470},[53],{"categories":3472},[],{"categories":3474},[181],{"categories":3476},[],{"categories":3478},[108],{"categories":3480},[81],{"categories":3482},[108],{"categories":3484},[181],{"categories":3486},[108],{"categories":3488},[81],{"categories":3490},[],{"categories":3492},[81],{"categories":3494},[81],{"categories":3496},[],{"categories":3498},[81],{"categories":3500},[81],{"categories":3502},[210],{"categories":3504},[81],{"categories":3506},[81],{"categories":3508},[251],{"categories":3510},[108],{"categories":3512},[81],{"categories":3514},[],{"categories":3516},[94],{"categories":3518},[81],{"categories":3520},[84],{"categories":3522},[483],{"categories":3524},[81],{"categories":3526},[81],{"categories":3528},[94],{"categories":3530},[81],{"categories":3532},[94],{"categories":3534},[81],{"categories":3536},[81],{"categories":3538},[81],{"categories":3540},[81],{"categories":3542},[],{"categories":3544},[81],{"categories":3546},[84],{"categories":3548},[81],{"categories":3550},[89],{"categories":3552},[108],{"categories":3554},[181],{"categories":3556},[],{"categories":3558},[81],{"categories":3560},[],{"categories":3562},[94],{"categories":3564},[81],{"categories":3566},[],{"categories":3568},[94],{"categories":3570},[81],{"categories":3572},[108],{"categories":3574},[181],{"categories":3576},[53],{"categories":3578},[81],{"categories":3580},[53],{"categories":3582},[94],{"categories":3584},[181],{"categories":3586},[81],{"categories":3588},[],{"categories":3590},[81],{"categories":3592},[119],{"categories":3594},[94],{"categories":3596},[81],{"categories":3598},[181],{"categories":3600},[53],{"categories":3602},[89],{"categories":3604},[108],{"categories":3606},[81],{"categories":3608},[81],{"categories":3610},[81],{"categories":3612},[81],{"categories":3614},[53],{"categories":3616},[210],{"categories":3618},[],{"categories":3620},[],{"categories":3622},[132],{"categories":3624},[424],{"categories":3626},[81],{"categories":3628},[94],{"categories":3630},[81,108],{"categories":3632},[53],{"categories":3634},[81],{"categories":3636},[81],{"categories":3638},[81],{"categories":3640},[81],{"categories":3642},[81],{"categories":3644},[81],{"categories":3646},[81],{"categories":3648},[94],{"categories":3650},[81],{"categories":3652},[94],{"categories":3654},[81],{"categories":3656},[81],{"categories":3658},[81],{"categories":3660},[],{"categories":3662},[81],{"categories":3664},[1204],{"categories":3666},[108],{"categories":3668},[181],{"categories":3670},[81],{"categories":3672},[81],{"categories":3674},[81],{"categories":3676},[132],{"categories":3678},[94],{"categories":3680},[210],{"categories":3682},[251],{"categories":3684},[],{"categories":3686},[108],{"categories":3688},[81],{"categories":3690},[89],{"categories":3692},[94],{"categories":3694},[84],{"categories":3696},[94],{"categories":3698},[81],{"categories":3700},[94],{"categories":3702},[94],{"categories":3704},[97],{"categories":3706},[108],{"categories":3708},[81],{"categories":3710},[81],{"categories":3712},[],{"categories":3714},[],{"categories":3716},[],{"categories":3718},[251],{"categories":3720},[81],{"categories":3722},[53],{"categories":3724},[81],{"categories":3726},[81],{"categories":3728},[81],{"categories":3730},[81],{"categories":3732},[],{"categories":3734},[81],{"categories":3736},[132],{"categories":3738},[89],{"categories":3740},[94],{"categories":3742},[81],{"categories":3744},[],{"categories":3746},[81],{"categories":3748},[94],{"categories":3750},[81],{"categories":3752},[251],{"categories":3754},[],{"categories":3756},[181],{"categories":3758},[181],{"categories":3760},[81],{"categories":3762},[94],{"categories":3764},[],{"categories":3766},[108],{"categories":3768},[81],{"categories":3770},[181],{"categories":3772},[81],{"categories":3774},[89],{"categories":3776},[94],{"categories":3778},[81],{"categories":3780},[],{"categories":3782},[53],{"categories":3784},[81],{"categories":3786},[81],{"categories":3788},[81],{"categories":3790},[181],{"categories":3792},[94],{"categories":3794},[53],{"categories":3796},[],{"categories":3798},[94],{"categories":3800},[89],{"categories":3802},[94],{"categories":3804},[181],{"categories":3806},[81],{"categories":3808},[81],{"categories":3810},[81],{"categories":3812},[424],{"categories":3814},[81],{"categories":3816},[94],{"categories":3818},[],{"categories":3820},[81],{"categories":3822},[81],{"categories":3824},[251],{"categories":3826},[53],{"categories":3828},[132],{"categories":3830},[529],{"categories":3832},[132],{"categories":3834},[132],{"categories":3836},[81],{"categories":3838},[],{"categories":3840},[],{"categories":3842},[],{"categories":3844},[94],{"categories":3846},[81],{"categories":3848},[94],{"categories":3850},[94],{"categories":3852},[108],{"categories":3854},[81],{"categories":3856},[401],{"categories":3858},[108],{"categories":3860},[94],{"categories":3862},[81],{"categories":3864},[81],{"categories":3866},[81],{"categories":3868},[81],{"categories":3870},[81],{"categories":3872},[94],{"categories":3874},[81],{"categories":3876},[],{"categories":3878},[],{"categories":3880},[81],{"categories":3882},[],{"categories":3884},[81],{"categories":3886},[94],{"categories":3888},[181],{"categories":3890},[81],{"categories":3892},[81],{"categories":3894},[],{"categories":3896},[94],{"categories":3898},[81],{"categories":3900},[81],{"categories":3902},[97],{"categories":3904},[81],{"categories":3906},[181],{"categories":3908},[81],{"categories":3910},[94],{"categories":3912},[89],{"categories":3914},[81],{"categories":3916},[81],{"categories":3918},[210],{"categories":3920},[94],{"categories":3922},[81],{"categories":3924},[81],{"categories":3926},[841],{"categories":3928},[81],{"categories":3930},[94],{"categories":3932},[81],{"categories":3934},[108],{"categories":3936},[81],{"categories":3938},[483],{"categories":3940},[181],{"categories":3942},[],{"categories":3944},[81],{"categories":3946},[81],{"categories":3948},[53],{"categories":3950},[424],{"categories":3952},[94],{"categories":3954},[81],{"categories":3956},[],{"categories":3958},[53],{"categories":3960},[345],{"categories":3962},[94],{"categories":3964},[94],{"categories":3966},[94],{"categories":3968},[81],{"categories":3970},[81],{"categories":3972},[94],{"categories":3974},[],{"categories":3976},[89],{"categories":3978},[81],{"categories":3980},[89],{"categories":3982},[94],{"categories":3984},[],{"categories":3986},[108],{"categories":3988},[81],{"categories":3990},[81],{"categories":3992},[84],{"categories":3994},[81],{"categories":3996},[53],{"categories":3998},[251],{"categories":4000},[119],{"categories":4002},[94],{"categories":4004},[94],{"categories":4006},[81],{"categories":4008},[81],{"categories":4010},[94],{"categories":4012},[81],{"categories":4014},[84],{"categories":4016},[],{"categories":4018},[94],{"categories":4020},[81],{"categories":4022},[81],{"categories":4024},[81],{"categories":4026},[94],{"categories":4028},[81],{"categories":4030},[],{"categories":4032},[81],{"categories":4034},[],{"categories":4036},[181],{"categories":4038},[94],{"categories":4040},[81,89],{"categories":4042},[94],{"categories":4044},[81],{"categories":4046},[],{"categories":4048},[84],{"categories":4050},[132],{"categories":4052},[89],{"categories":4054},[81],{"categories":4056},[108],{"categories":4058},[81],{"categories":4060},[81],{"categories":4062},[94],{"categories":4064},[81],{"categories":4066},[81],{"categories":4068},[81],{"categories":4070},[53],{"categories":4072},[1204],{"categories":4074},[94],{"categories":4076},[81],{"categories":4078},[],{"categories":4080},[],{"categories":4082},[81],{"categories":4084},[94],{"categories":4086},[81],{"categories":4088},[81],{"categories":4090},[251],{"categories":4092},[],{"categories":4094},[81],{"categories":4096},[94],{"categories":4098},[119],{"categories":4100},[94],{"categories":4102},[424],{"categories":4104},[],{"categories":4106},[368],{"categories":4108},[94],{"categories":4110},[81],{"categories":4112},[81],{"categories":4114},[210],{"categories":4116},[94],{"categories":4118},[81],{"categories":4120},[132],{"categories":4122},[97],{"categories":4124},[94],{"categories":4126},[81],{"categories":4128},[424],{"categories":4130},[81],{"categories":4132},[251],{"categories":4134},[89],{"categories":4136},[],{"categories":4138},[81],{"categories":4140},[81],{"categories":4142},[210],{"categories":4144},[181],{"categories":4146},[81],{"categories":4148},[81],{"categories":4150},[81],{"categories":4152},[],{"categories":4154},[210],{"categories":4156},[53],{"categories":4158},[81],{"categories":4160},[81],{"categories":4162},[81],{"categories":4164},[529],{"categories":4166},[84],{"categories":4168},[81],{"categories":4170},[97],{"categories":4172},[81],{"categories":4174},[],{"categories":4176},[],{"categories":4178},[181],{"categories":4180},[81],{"categories":4182},[132],{"categories":4184},[210],{"categories":4186},[94],{"categories":4188},[81],{"categories":4190},[81],{"categories":4192},[210],{"categories":4194},[53],{"categories":4196},[81],{"categories":4198},[],{"categories":4200},[81],{"categories":4202},[81],{"categories":4204},[],{"categories":4206},[81],{"categories":4208},[81],{"categories":4210},[554],{"categories":4212},[81],{"categories":4214},[81],{"categories":4216},[94],{"categories":4218},[108],{"categories":4220},[424],{"categories":4222},[81],{"categories":4224},[81],{"categories":4226},[81],{"categories":4228},[],{"categories":4230},[81,108],{"categories":4232},[53],{"categories":4234},[94],{"categories":4236},[108],{"categories":4238},[94],{"categories":4240},[879],{"categories":4242},[108],{"categories":4244},[108],{"categories":4246},[94],{"categories":4248},[81],{"categories":4250},[84],{"categories":4252},[],{"categories":4254},[],{"categories":4256},[94],{"categories":4258},[81],{"categories":4260},[108],{"categories":4262},[81],{"categories":4264},[84],{"categories":4266},[108],{"categories":4268},[108],{"categories":4270},[81],{"categories":4272},[210],{"categories":4274},[81],{"categories":4276},[108],{"categories":4278},[81],{"categories":4280},[],{"categories":4282},[81],{"categories":4284},[81],{"categories":4286},[181,81],{"categories":4288},[251],{"categories":4290},[84],{"categories":4292},[81],{"categories":4294},[],{"categories":4296},[81],{"categories":4298},[81],{"categories":4300},[89],{"categories":4302},[81],{"categories":4304},[89],{"categories":4306},[81],{"categories":4308},[81],{"categories":4310},[345],{"categories":4312},[81],{"categories":4314},[89],{"categories":4316},[108],{"categories":4318},[132],{"categories":4320},[94],{"categories":4322},[81],{"categories":4324},[108],{"categories":4326},[81],{"categories":4328},[81],{"categories":4330},[53],{"categories":4332},[210],{"categories":4334},[181],{"categories":4336},[81],{"categories":4338},[81],{"categories":4340},[81],{"categories":4342},[81],{"categories":4344},[84],{"categories":4346},[81],{"categories":4348},[94],{"categories":4350},[94],{"categories":4352},[108],{"categories":4354},[53],{"categories":4356},[108],{"categories":4358},[108],{"categories":4360},[81],{"categories":4362},[81],{"categories":4364},[],{"categories":4366},[],{"categories":4368},[132],{"categories":4370},[81],{"categories":4372},[108],{"categories":4374},[81],{"categories":4376},[181],{"categories":4378},[424],{"categories":4380},[368],{"categories":4382},[345],{"categories":4384},[81],{"categories":4386},[81],{"categories":4388},[81],{"categories":4390},[132],{"categories":4392},[81],{"categories":4394},[81],{"categories":4396},[81],{"categories":4398},[81],{"categories":4400},[81],{"categories":4402},[81],{"categories":4404},[81],{"categories":4406},[94],{"categories":4408},[84],{"categories":4410},[94],{"categories":4412},[81,89],{"categories":4414},[],{"categories":4416},[181],{"categories":4418},[],{"categories":4420},[97],{"categories":4422},[81],{"categories":4424},[53],{"categories":4426},[84],{"categories":4428},[81],{"categories":4430},[84],{"categories":4432},[94],{"categories":4434},[132],{"categories":4436},[94],{"categories":4438},[97],{"categories":4440},[94],{"categories":4442},[81],{"categories":4444},[81],{"categories":4446},[89],{"categories":4448},[94],{"categories":4450},[108],{"categories":4452},[210],{"categories":4454},[81],{"categories":4456},[81],{"categories":4458},[],{"categories":4460},[53],{"categories":4462},[81],{"categories":4464},[81],{"categories":4466},[81],{"categories":4468},[81],{"categories":4470},[81],{"categories":4472},[81],{"categories":4474},[108],{"categories":4476},[53],{"categories":4478},[108],{"categories":4480},[108],{"categories":4482},[81],{"categories":4484},[81],{"categories":4486},[81],{"categories":4488},[81],{"categories":4490},[368],{"categories":4492},[81],{"categories":4494},[94],{"categories":4496},[53],{"categories":4498},[81],{"categories":4500},[81],{"categories":4502},[81],{"categories":4504},[94],{"categories":4506},[81],{"categories":4508},[81],{"categories":4510},[81],{"categories":4512},[3103],{"categories":4514},[4515],"Clinical AI",{"categories":4517},[181],{"categories":4519},[81],{"categories":4521},[81],{"categories":4523},[81],{"categories":4525},[81],{"categories":4527},[251],{"categories":4529},[2462],{"categories":4531},[81],{"categories":4533},[97],{"categories":4535},[181],{"categories":4537},[81],{"categories":4539},[94],{"categories":4541},[81],{"categories":4543},[81],{"categories":4545},[53],{"categories":4547},[81],{"categories":4549},[94],{"categories":4551},[108],{"categories":4553},[210],{"categories":4555},[81],{"categories":4557},[81],{"categories":4559},[89],{"categories":4561},[81],{"categories":4563},[81],{"categories":4565},[483],{"categories":4567},[81],{"categories":4569},[],{"categories":4571},[94],{"categories":4573},[81],{"categories":4575},[108],{"categories":4577},[84],{"categories":4579},[81],{"categories":4581},[],{"categories":4583},[],{"categories":4585},[81],{"categories":4587},[],{"categories":4589},[89],{"categories":4591},[81],{"categories":4593},[81],{"categories":4595},[94],{"categories":4597},[81],{"categories":4599},[53],{"categories":4601},[53],{"categories":4603},[53],{"categories":4605},[53],{"categories":4607},[],{"categories":4609},[84],{"categories":4611},[94],{"categories":4613},[53],{"categories":4615},[81],{"categories":4617},[554],{"categories":4619},[97],{"categories":4621},[94],{"categories":4623},[81],{"categories":4625},[84],{"categories":4627},[81],{"categories":4629},[94],{"categories":4631},[81],{"categories":4633},[81],{"categories":4635},[81],{"categories":4637},[81,94],{"categories":4639},[94],{"categories":4641},[251],{"categories":4643},[53],{"categories":4645},[94],{"categories":4647},[53],{"categories":4649},[94],{"categories":4651},[81],{"categories":4653},[],{"categories":4655},[53],{"categories":4657},[210],{"categories":4659},[84],{"categories":4661},[81],{"categories":4663},[81],{"categories":4665},[],{"categories":4667},[108],{"categories":4669},[],{"categories":4671},[84],{"categories":4673},[94],{"categories":4675},[53],{"categories":4677},[81],{"categories":4679},[53],{"categories":4681},[84],{"categories":4683},[53],{"categories":4685},[53],{"categories":4687},[],{"categories":4689},[89],{"categories":4691},[94],{"categories":4693},[53],{"categories":4695},[53],{"categories":4697},[53],{"categories":4699},[53],{"categories":4701},[53],{"categories":4703},[53],{"categories":4705},[53],{"categories":4707},[53],{"categories":4709},[53],{"categories":4711},[53],{"categories":4713},[132],{"categories":4715},[84],{"categories":4717},[81],{"categories":4719},[81],{"categories":4721},[94],{"categories":4723},[94],{"categories":4725},[],{"categories":4727},[81],{"categories":4729},[81,84],{"categories":4731},[],{"categories":4733},[94],{"categories":4735},[81],{"categories":4737},[53],{"categories":4739},[94],{"categories":4741},[879],{"categories":4743},[81],{"categories":4745},[81],{"categories":4747},[81],{"categories":4749},[81],{"categories":4751},[81],{"categories":4753},[345],{"categories":4755},[81],{"categories":4757},[81],{"categories":4759},[94],{"categories":4761},[81],{"categories":4763},[81],{"categories":4765},[89],{"categories":4767},[97],{"categories":4769},[94],{"categories":4771},[94],{"categories":4773},[],{"categories":4775},[94],{"categories":4777},[181],{"categories":4779},[53],{"categories":4781},[81],{"categories":4783},[],{"categories":4785},[97],{"categories":4787},[],{"categories":4789},[108],{"categories":4791},[81],{"categories":4793},[94],{"categories":4795},[181],{"categories":4797},[81],{"categories":4799},[],{"categories":4801},[81],{"categories":4803},[81],{"categories":4805},[],{"categories":4807},[210],{"categories":4809},[81],{"categories":4811},[94],{"categories":4813},[],{"categories":4815},[],{"categories":4817},[53],{"categories":4819},[84],{"categories":4821},[81],{"categories":4823},[81],{"categories":4825},[89],{"categories":4827},[81],{"categories":4829},[81],{"categories":4831},[94],{"categories":4833},[81],{"categories":4835},[89],{"categories":4837},[89],{"categories":4839},[181],{"categories":4841},[],{"categories":4843},[81],{"categories":4845},[53],{"categories":4847},[],{"categories":4849},[81],{"categories":4851},[81],{"categories":4853},[181],{"categories":4855},[81],{"categories":4857},[81],{"categories":4859},[210],{"categories":4861},[81],{"categories":4863},[251],{"categories":4865},[],{"categories":4867},[94],{"categories":4869},[81],{"categories":4871},[210],{"categories":4873},[108],{"categories":4875},[],{"categories":4877},[81],{"categories":4879},[],{"categories":4881},[94],{"categories":4883},[181],{"categories":4885},[108],{"categories":4887},[],{"categories":4889},[3103],{"categories":4891},[89],{"categories":4893},[84],{"categories":4895},[81],{"categories":4897},[132],{"categories":4899},[94],{"categories":4901},[181],{"categories":4903},[81],{"categories":4905},[108],{"categories":4907},[],{"categories":4909},[],{"categories":4911},[81],{"categories":4913},[84],{"categories":4915},[81],{"categories":4917},[210],{"categories":4919},[],{"categories":4921},[94],{"categories":4923},[94],{"categories":4925},[81],{"categories":4927},[94],{"categories":4929},[81],{"categories":4931},[53],{"categories":4933},[108],{"categories":4935},[81],{"categories":4937},[94],{"categories":4939},[97],{"categories":4941},[81],{"categories":4943},[81],{"categories":4945},[81],{"categories":4947},[94],{"categories":4949},[81],{"categories":4951},[97],{"categories":4953},[210],{"categories":4955},[53],{"categories":4957},[],{"categories":4959},[210],{"categories":4961},[81],{"categories":4963},[],{"categories":4965},[108],{"categories":4967},[94],{"categories":4969},[],{"categories":4971},[81],{"categories":4973},[81],{"categories":4975},[81],{"categories":4977},[81],{"categories":4979},[81],{"categories":4981},[94],{"categories":4983},[89],{"categories":4985},[84],{"categories":4987},[94],{"categories":4989},[81],{"categories":4991},[181],{"categories":4993},[108],{"categories":4995},[108],{"categories":4997},[81],{"categories":4999},[132],{"categories":5001},[94],{"categories":5003},[81],{"categories":5005},[81],{"categories":5007},[94],{"categories":5009},[81],{"categories":5011},[81],{"categories":5013},[94],{"categories":5015},[89],{"categories":5017},[81],{"categories":5019},[181],{"categories":5021},[108],{"categories":5023},[94],{"categories":5025},[81],{"categories":5027},[97],{"categories":5029},[81],{"categories":5031},[94],{"categories":5033},[81],{"categories":5035},[81],{"categories":5037},[53],{"categories":5039},[81],{"categories":5041},[],{"categories":5043},[84],{"categories":5045},[81],{"categories":5047},[81],{"categories":5049},[81],{"categories":5051},[108],{"categories":5053},[108],{"categories":5055},[81],{"categories":5057},[108],{"categories":5059},[81],{"categories":5061},[94],{"categories":5063},[81],{"categories":5065},[81],{"categories":5067},[81],{"categories":5069},[81],{"categories":5071},[81],{"categories":5073},[],{"categories":5075},[81],{"categories":5077},[181],{"categories":5079},[94],{"categories":5081},[89],{"categories":5083},[53],{"categories":5085},[81],{"categories":5087},[94],{"categories":5089},[81],{"categories":5091},[94],{"categories":5093},[81],{"categories":5095},[81],{"categories":5097},[181],{"categories":5099},[94],{"categories":5101},[81],{"categories":5103},[210],{"categories":5105},[81],{"categories":5107},[132],{"categories":5109},[81],{"categories":5111},[81],{"categories":5113},[53],{"categories":5115},[81],{"categories":5117},[81],{"categories":5119},[81],{"categories":5121},[81],{"categories":5123},[94],{"categories":5125},[251],{"categories":5127},[81],{"categories":5129},[108],{"categories":5131},[94],{"categories":5133},[132],{"categories":5135},[],{"categories":5137},[94],{"categories":5139},[108],{"categories":5141},[81],{"categories":5143},[81],{"categories":5145},[2300],{"categories":5147},[181],{"categories":5149},[280],{"categories":5151},[81],{"categories":5153},[81],{"categories":5155},[81],{"categories":5157},[81],{"categories":5159},[84],{"categories":5161},[81],{"categories":5163},[81],{"categories":5165},[108],{"categories":5167},[89],{"categories":5169},[81],{"categories":5171},[108],{"categories":5173},[81],{"categories":5175},[],{"categories":5177},[94],{"categories":5179},[94],{"categories":5181},[81],{"categories":5183},[81],{"categories":5185},[81],{"categories":5187},[132],{"categories":5189},[],{"categories":5191},[53],{"categories":5193},[],{"categories":5195},[53],{"categories":5197},[81],{"categories":5199},[81],{"categories":5201},[94],{"categories":5203},[81],{"categories":5205},[94],{"categories":5207},[94],{"categories":5209},[],{"categories":5211},[81],{"categories":5213},[53],{"categories":5215},[81],{"categories":5217},[],{"categories":5219},[81],{"categories":5221},[81],{"categories":5223},[],{"categories":5225},[81],{"categories":5227},[81],{"categories":5229},[181],{"categories":5231},[108],{"categories":5233},[94],{"categories":5235},[81],{"categories":5237},[81],{"categories":5239},[81],{"categories":5241},[81],{"categories":5243},[210],{"categories":5245},[81],{"categories":5247},[81],{"categories":5249},[81],{"categories":5251},[84],{"categories":5253},[81],{"categories":5255},[81],{"categories":5257},[],{"categories":5259},[81],{"categories":5261},[81],{"categories":5263},[81],{"categories":5265},[],{"categories":5267},[84],{"categories":5269},[81],{"categories":5271},[81],{"categories":5273},[53],{"categories":5275},[108],{"categories":5277},[97],{"categories":5279},[94],{"categories":5281},[424],{"categories":5283},[81],{"categories":5285},[81],{"categories":5287},[81],{"categories":5289},[108],{"categories":5291},[53],{"categories":5293},[181],{"categories":5295},[81],{"categories":5297},[81],{"categories":5299},[81],{"categories":5301},[81],{"categories":5303},[53],{"categories":5305},[81],{"categories":5307},[181],{"categories":5309},[81],{"categories":5311},[81],{"categories":5313},[53],{"categories":5315},[181],{"categories":5317},[81],{"categories":5319},[53],{"categories":5321},[81],{"categories":5323},[94],{"categories":5325},[94],{"categories":5327},[94],{"categories":5329},[108],{"categories":5331},[53],{"categories":5333},[94],{"categories":5335},[94],{"categories":5337},[81],{"categories":5339},[108],{"categories":5341},[181],{"categories":5343},[81],{"categories":5345},[81],{"categories":5347},[94],{"categories":5349},[81],{"categories":5351},[],{"categories":5353},[94],{"categories":5355},[],{"categories":5357},[81],{"categories":5359},[81],{"categories":5361},[],{"categories":5363},[],{"categories":5365},[94],{"categories":5367},[89],{"categories":5369},[94],{"categories":5371},[5372],"Liability & Ethics",{"categories":5374},[81],{"categories":5376},[81],{"categories":5378},[81],{"categories":5380},[94],{"categories":5382},[84],{"categories":5384},[94],{"categories":5386},[89],{"categories":5388},[210],{"categories":5390},[94],{"categories":5392},[81],{"categories":5394},[81],{"categories":5396},[],{"categories":5398},[529],{"categories":5400},[94],{"categories":5402},[],{"categories":5404},[81],{"categories":5406},[84],{"categories":5408},[94],{"categories":5410},[],{"categories":5412},[94],{"categories":5414},[81],{"categories":5416},[81],{"categories":5418},[108],{"categories":5420},[81],{"categories":5422},[53],{"categories":5424},[81],{"categories":5426},[81],{"categories":5428},[97],{"categories":5430},[94],{"categories":5432},[81],{"categories":5434},[81],{"categories":5436},[81],{"categories":5438},[53],{"categories":5440},[94],{"categories":5442},[108],{"categories":5444},[181],{"categories":5446},[84],{"categories":5448},[81],{"categories":5450},[81],{"categories":5452},[81],{"categories":5454},[],{"categories":5456},[94],{"categories":5458},[94],{"categories":5460},[94],{"categories":5462},[424],{"categories":5464},[181],{"categories":5466},[94],{"categories":5468},[251],{"categories":5470},[108],{"categories":5472},[53],{"categories":5474},[81],{"categories":5476},[181],{"categories":5478},[81],{"categories":5480},[84],{"categories":5482},[],{"categories":5484},[94],{"categories":5486},[81],{"categories":5488},[81],{"categories":5490},[81],{"categories":5492},[81],{"categories":5494},[94],{"categories":5496},[81],{"categories":5498},[81],{"categories":5500},[181],{"categories":5502},[],{"categories":5504},[94],{"categories":5506},[97],{"categories":5508},[53],{"categories":5510},[94],{"categories":5512},[89],{"categories":5514},[],{"categories":5516},[81],{"categories":5518},[81],{"categories":5520},[97],{"categories":5522},[81],{"categories":5524},[94],{"categories":5526},[53],{"categories":5528},[84],{"categories":5530},[251],{"categories":5532},[81],{"categories":5534},[81],{"categories":5536},[81],{"categories":5538},[53],{"categories":5540},[89],{"categories":5542},[81],{"categories":5544},[181],{"categories":5546},[53],{"categories":5548},[251],{"categories":5550},[81],{"categories":5552},[94],{"categories":5554},[],{"categories":5556},[483],{"categories":5558},[],{"categories":5560},[81],{"categories":5562},[251],{"categories":5564},[81],{"categories":5566},[132],{"categories":5568},[81],{"categories":5570},[94],{"categories":5572},[94],{"categories":5574},[5575],"Design News & Tools",{"categories":5577},[81],{"categories":5579},[81],{"categories":5581},[53],{"categories":5583},[81],{"categories":5585},[81],{"categories":5587},[84],{"categories":5589},[94],{"categories":5591},[81],{"categories":5593},[181],{"categories":5595},[94],{"categories":5597},[94],{"categories":5599},[181],{"categories":5601},[81],{"categories":5603},[81],{"categories":5605},[424],{"categories":5607},[94],{"categories":5609},[81],{"categories":5611},[81],{"categories":5613},[424],{"categories":5615},[81],{"categories":5617},[210],{"categories":5619},[81],{"categories":5621},[94],{"categories":5623},[],{"categories":5625},[81],{"categories":5627},[81],{"categories":5629},[81],{"categories":5631},[53],{"categories":5633},[81],{"categories":5635},[84],{"categories":5637},[],{"categories":5639},[81],{"categories":5641},[81],{"categories":5643},[81],{"categories":5645},[108],{"categories":5647},[554],{"categories":5649},[108],{"categories":5651},[181],{"categories":5653},[81],{"categories":5655},[81,94],{"categories":5657},[210,89],{"categories":5659},[108],{"categories":5661},[81],{"categories":5663},[81],{"categories":5665},[81],{"categories":5667},[81],{"categories":5669},[],{"categories":5671},[94],{"categories":5673},[81],{"categories":5675},[],{"categories":5677},[81],{"categories":5679},[108],{"categories":5681},[81],{"categories":5683},[108],{"categories":5685},[],{"categories":5687},[94],{"categories":5689},[81],{"categories":5691},[89],{"categories":5693},[81],{"categories":5695},[53],{"categories":5697},[81],{"categories":5699},[],{"categories":5701},[94],{"categories":5703},[81],{"categories":5705},[],{"categories":5707},[181],{"categories":5709},[81],{"categories":5711},[81],{"categories":5713},[94],{"categories":5715},[81],{"categories":5717},[81],{"categories":5719},[84],{"categories":5721},[94],{"categories":5723},[81],{"categories":5725},[],{"categories":5727},[81],{"categories":5729},[251],{"categories":5731},[210],{"categories":5733},[89],{"categories":5735},[89],{"categories":5737},[81],{"categories":5739},[84],{"categories":5741},[84],{"categories":5743},[81],{"categories":5745},[94],{"categories":5747},[81],{"categories":5749},[81],{"categories":5751},[81],{"categories":5753},[81],{"categories":5755},[108],{"categories":5757},[81],{"categories":5759},[84],{"categories":5761},[81],{"categories":5763},[81],{"categories":5765},[94],{"categories":5767},[81],{"categories":5769},[210],{"categories":5771},[81],{"categories":5773},[53],{"categories":5775},[81],{"categories":5777},[81],{"categories":5779},[94],{"categories":5781},[97],{"categories":5783},[81],{"categories":5785},[81],{"categories":5787},[94],{"categories":5789},[],{"categories":5791},[108],{"categories":5793},[],{"categories":5795},[108],{"categories":5797},[94],{"categories":5799},[84],{"categories":5801},[81],{"categories":5803},[],{"categories":5805},[132],{"categories":5807},[251],{"categories":5809},[81],{"categories":5811},[108],{"categories":5813},[81],{"categories":5815},[],{"categories":5817},[53],{"categories":5819},[94],{"categories":5821},[108],{"categories":5823},[181],{"categories":5825},[89],{"categories":5827},[81],{"categories":5829},[81],{"categories":5831},[94],{"categories":5833},[108],{"categories":5835},[94],{"categories":5837},[53],{"categories":5839},[81],{"categories":5841},[97],{"categories":5843},[84],{"categories":5845},[97],{"categories":5847},[53],{"categories":5849},[81],{"categories":5851},[108],{"categories":5853},[81],{"categories":5855},[181],{"categories":5857},[89],{"categories":5859},[81],{"categories":5861},[81],{"categories":5863},[81],{"categories":5865},[81],{"categories":5867},[81],{"categories":5869},[81],{"categories":5871},[94],{"categories":5873},[81],{"categories":5875},[94],{"categories":5877},[81],{"categories":5879},[81],{"categories":5881},[84],{"categories":5883},[81],{"categories":5885},[94],{"categories":5887},[94],{"categories":5889},[181],{"categories":5891},[94],{"categories":5893},[94],{"categories":5895},[81],{"categories":5897},[84],{"categories":5899},[94],{"categories":5901},[181],{"categories":5903},[],{"categories":5905},[81],{"categories":5907},[132],{"categories":5909},[424],{"categories":5911},[81],{"categories":5913},[94],{"categories":5915},[81],{"categories":5917},[81],{"categories":5919},[108],{"categories":5921},[81],{"categories":5923},[],{"categories":5925},[81],{"categories":5927},[94],{"categories":5929},[81],{"categories":5931},[210],{"categories":5933},[81],{"categories":5935},[108],{"categories":5937},[81],{"categories":5939},[53],{"categories":5941},[94],{"categories":5943},[81],{"categories":5945},[210],{"categories":5947},[94],{"categories":5949},[89],{"categories":5951},[89],{"categories":5953},[81],{"categories":5955},[81],{"categories":5957},[81],{"categories":5959},[81],{"categories":5961},[81],{"categories":5963},[81],{"categories":5965},[84],{"categories":5967},[],{"categories":5969},[81],{"categories":5971},[81],{"categories":5973},[94],{"categories":5975},[94],{"categories":5977},[81],{"categories":5979},[81],{"categories":5981},[81],{"categories":5983},[81],{"categories":5985},[81],{"categories":5987},[108],{"categories":5989},[],{"categories":5991},[84],{"categories":5993},[81],{"categories":5995},[81],{"categories":5997},[94],{"categories":5999},[94],{"categories":6001},[],{"categories":6003},[108],{"categories":6005},[108],{"categories":6007},[81],{"categories":6009},[210],{"categories":6011},[89],{"categories":6013},[181],{"categories":6015},[],{"categories":6017},[81],{"categories":6019},[94],{"categories":6021},[84],{"categories":6023},[81],{"categories":6025},[81],{"categories":6027},[108],{"categories":6029},[84],{"categories":6031},[81],{"categories":6033},[81],{"categories":6035},[53],{"categories":6037},[132],{"categories":6039},[81],{"categories":6041},[53],{"categories":6043},[94],{"categories":6045},[81],{"categories":6047},[],{"categories":6049},[53],{"categories":6051},[94],{"categories":6053},[181],{"categories":6055},[132],{"categories":6057},[81],{"categories":6059},[81],{"categories":6061},[],{"categories":6063},[94],{"categories":6065},[94],{"categories":6067},[94],{"categories":6069},[3103],{"categories":6071},[53],{"categories":6073},[81],{"categories":6075},[108],{"categories":6077},[81],{"categories":6079},[81],{"categories":6081},[81],{"categories":6083},[81],{"categories":6085},[81],{"categories":6087},[89],{"categories":6089},[81],{"categories":6091},[84],{"categories":6093},[1766],{"categories":6095},[251],{"categories":6097},[84],{"categories":6099},[],{"categories":6101},[81],{"categories":6103},[],{"categories":6105},[53],{"categories":6107},[94],{"categories":6109},[181],{"categories":6111},[81],{"categories":6113},[81],{"categories":6115},[81],{"categories":6117},[53],{"categories":6119},[],{"categories":6121},[94],{"categories":6123},[81],{"categories":6125},[94],{"categories":6127},[94],{"categories":6129},[],{"categories":6131},[81],{"categories":6133},[],{"categories":6135},[53],{"categories":6137},[84],{"categories":6139},[181],{"categories":6141},[81],{"categories":6143},[94],{"categories":6145},[53],{"categories":6147},[81],{"categories":6149},[53],{"categories":6151},[],{"categories":6153},[53],{"categories":6155},[81],{"categories":6157},[84],{"categories":6159},[424],{"categories":6161},[94],{"categories":6163},[81],{"categories":6165},[],{"categories":6167},[108],{"categories":6169},[94],{"categories":6171},[97],{"categories":6173},[94],{"categories":6175},[84],{"categories":6177},[81],{"categories":6179},[81],{"categories":6181},[],{"categories":6183},[],{"categories":6185},[],{"categories":6187},[181],{"categories":6189},[81],{"categories":6191},[94],{"categories":6193},[81],{"categories":6195},[81],{"categories":6197},[],{"categories":6199},[],{"categories":6201},[],{"categories":6203},[81],{"categories":6205},[94],{"categories":6207},[181],{"categories":6209},[81],{"categories":6211},[],{"categories":6213},[94],{"categories":6215},[81],{"categories":6217},[81],{"categories":6219},[84],{"categories":6221},[],{"categories":6223},[],{"categories":6225},[81],{"categories":6227},[81],{"categories":6229},[94],{"categories":6231},[181],{"categories":6233},[81],{"categories":6235},[53],{"categories":6237},[],{"categories":6239},[81],{"categories":6241},[81],{"categories":6243},[210],{"categories":6245},[53],{"categories":6247},[210],{"categories":6249},[132],{"categories":6251},[81],{"categories":6253},[81],{"categories":6255},[],{"categories":6257},[],{"categories":6259},[94],{"categories":6261},[],{"categories":6263},[81],{"categories":6265},[424],{"categories":6267},[81],{"categories":6269},[81],{"categories":6271},[81],{"categories":6273},[81],{"categories":6275},[],{"categories":6277},[94],{"categories":6279},[81],{"categories":6281},[81],{"categories":6283},[],{"categories":6285},[94],{"categories":6287},[81],{"categories":6289},[53],{"categories":6291},[81],{"categories":6293},[210],{"categories":6295},[89],{"categories":6297},[97],{"categories":6299},[81],{"categories":6301},[81],{"categories":6303},[94],{"categories":6305},[132],{"categories":6307},[94],{"categories":6309},[94],{"categories":6311},[],{"categories":6313},[81],{"categories":6315},[94],{"categories":6317},[],{"categories":6319},[81],{"categories":6321},[],{"categories":6323},[53],{"categories":6325},[89],{"categories":6327},[],{"categories":6329},[81],{"categories":6331},[81],{"categories":6333},[81],{"categories":6335},[],{"categories":6337},[94],{"categories":6339},[181],{"categories":6341},[84],{"categories":6343},[81],{"categories":6345},[],{"categories":6347},[89],{"categories":6349},[210],{"categories":6351},[81],{"categories":6353},[108],{"categories":6355},[84],{"categories":6357},[132],{"categories":6359},[89],{"categories":6361},[108],{"categories":6363},[94],{"categories":6365},[108],{"categories":6367},[],{"categories":6369},[81],{"categories":6371},[97],{"categories":6373},[81],{"categories":6375},[],{"categories":6377},[94],{"categories":6379},[84],{"categories":6381},[181],{"categories":6383},[81],{"categories":6385},[84],{"categories":6387},[94],{"categories":6389},[251],{"categories":6391},[81],{"categories":6393},[81],{"categories":6395},[81],{"categories":6397},[81],{"categories":6399},[81],{"categories":6401},[84],{"categories":6403},[81],{"categories":6405},[108],{"categories":6407},[132],{"categories":6409},[94],{"categories":6411},[],{"categories":6413},[81],{"categories":6415},[81],{"categories":6417},[81],{"categories":6419},[108],{"categories":6421},[94],{"categories":6423},[53],{"categories":6425},[108],{"categories":6427},[81],{"categories":6429},[97],{"categories":6431},[],{"categories":6433},[181],{"categories":6435},[108],{"categories":6437},[53],{"categories":6439},[81],{"categories":6441},[84],{"categories":6443},[94],{"categories":6445},[81],{"categories":6447},[81],{"categories":6449},[94],{"categories":6451},[97],{"categories":6453},[81],{"categories":6455},[94],{"categories":6457},[81],{"categories":6459},[89],{"categories":6461},[94],{"categories":6463},[94,251],{"categories":6465},[81],{"categories":6467},[81],{"categories":6469},[94],{"categories":6471},[108],{"categories":6473},[81],{"categories":6475},[81],{"categories":6477},[132],{"categories":6479},[94],{"categories":6481},[210],{"categories":6483},[94],{"categories":6485},[89],{"categories":6487},[],{"categories":6489},[94],{"categories":6491},[81],{"categories":6493},[89],{"categories":6495},[],{"categories":6497},[],{"categories":6499},[108],{"categories":6501},[81],{"categories":6503},[81],{"categories":6505},[94],{"categories":6507},[132],{"categories":6509},[210],{"categories":6511},[81],{"categories":6513},[81],{"categories":6515},[81],{"categories":6517},[94],{"categories":6519},[],{"categories":6521},[94],{"categories":6523},[53],{"categories":6525},[81],{"categories":6527},[94],{"categories":6529},[94],{"categories":6531},[81],{"categories":6533},[],{"categories":6535},[53],{"categories":6537},[108],{"categories":6539},[3103],{"categories":6541},[84],{"categories":6543},[108],{"categories":6545},[81],{"categories":6547},[94],{"categories":6549},[81],{"categories":6551},[81],{"categories":6553},[210],{"categories":6555},[108],{"categories":6557},[132],{"categories":6559},[],{"categories":6561},[53],{"categories":6563},[81],{"categories":6565},[81],{"categories":6567},[],{"categories":6569},[94],{"categories":6571},[81],{"categories":6573},[81],{"categories":6575},[81],{"categories":6577},[81],{"categories":6579},[94],{"categories":6581},[81],{"categories":6583},[81],{"categories":6585},[81],{"categories":6587},[97],{"categories":6589},[81],{"categories":6591},[94],{"categories":6593},[81],{"categories":6595},[81],{"categories":6597},[81],{"categories":6599},[81],{"categories":6601},[81],{"categories":6603},[81],{"categories":6605},[81],{"categories":6607},[89],{"categories":6609},[],{"categories":6611},[97],{"categories":6613},[53],{"categories":6615},[94],{"categories":6617},[81],{"categories":6619},[108],{"categories":6621},[],{"categories":6623},[108],{"categories":6625},[108],{"categories":6627},[94],{"categories":6629},[108],{"categories":6631},[81],{"categories":6633},[81],{"categories":6635},[81],{"categories":6637},[94],{"categories":6639},[108],{"categories":6641},[81],{"categories":6643},[81],{"categories":6645},[81],{"categories":6647},[94],{"categories":6649},[53],{"categories":6651},[81],{"categories":6653},[81],{"categories":6655},[81],{"categories":6657},[89],{"categories":6659},[81],{"categories":6661},[94],{"categories":6663},[181],{"categories":6665},[],{"categories":6667},[81],{"categories":6669},[132],{"categories":6671},[94],{"categories":6673},[81],{"categories":6675},[81],{"categories":6677},[],{"categories":6679},[81],{"categories":6681},[81],{"categories":6683},[53],{"categories":6685},[81],{"categories":6687},[81],{"categories":6689},[94],{"categories":6691},[210],{"categories":6693},[],{"categories":6695},[],{"categories":6697},[108],{"categories":6699},[81],{"categories":6701},[81],{"categories":6703},[53],{"categories":6705},[81],{"categories":6707},[108],{"categories":6709},[53],{"categories":6711},[81],{"categories":6713},[81],{"categories":6715},[210],{"categories":6717},[132],{"categories":6719},[81],{"categories":6721},[81],{"categories":6723},[84],{"categories":6725},[94],{"categories":6727},[81],{"categories":6729},[81],{"categories":6731},[94],{"categories":6733},[89],{"categories":6735},[94],{"categories":6737},[108],{"categories":6739},[81],{"categories":6741},[89],{"categories":6743},[],{"categories":6745},[81],{"categories":6747},[132],{"categories":6749},[81],{"categories":6751},[81],{"categories":6753},[],{"categories":6755},[53],{"categories":6757},[81],{"categories":6759},[94],{"categories":6761},[132],{"categories":6763},[81],{"categories":6765},[108],{"categories":6767},[108],{"categories":6769},[108],{"categories":6771},[81],{"categories":6773},[94],{"categories":6775},[94],{"categories":6777},[81],{"categories":6779},[94],{"categories":6781},[81],{"categories":6783},[81],{"categories":6785},[181],{"categories":6787},[132],{"categories":6789},[132],{"categories":6791},[],{"categories":6793},[53],{"categories":6795},[81],{"categories":6797},[81],{"categories":6799},[108],{"categories":6801},[],{"categories":6803},[53],{"categories":6805},[53],{"categories":6807},[53],{"categories":6809},[],{"categories":6811},[94],{"categories":6813},[81],{"categories":6815},[],{"categories":6817},[84],{"categories":6819},[89],{"categories":6821},[],{"categories":6823},[81],{"categories":6825},[81],{"categories":6827},[],{"categories":6829},[108],{"categories":6831},[],{"categories":6833},[],{"categories":6835},[],{"categories":6837},[],{"categories":6839},[81],{"categories":6841},[53],{"categories":6843},[],{"categories":6845},[],{"categories":6847},[81],{"categories":6849},[81],{"categories":6851},[81],{"categories":6853},[132],{"categories":6855},[81],{"categories":6857},[132],{"categories":6859},[],{"categories":6861},[132],{"categories":6863},[132],{"categories":6865},[251],{"categories":6867},[94],{"categories":6869},[108],{"categories":6871},[],{"categories":6873},[],{"categories":6875},[132],{"categories":6877},[108],{"categories":6879},[108],{"categories":6881},[108],{"categories":6883},[],{"categories":6885},[84],{"categories":6887},[108],{"categories":6889},[108],{"categories":6891},[84],{"categories":6893},[108],{"categories":6895},[89],{"categories":6897},[108],{"categories":6899},[108],{"categories":6901},[108],{"categories":6903},[132],{"categories":6905},[53],{"categories":6907},[53],{"categories":6909},[81],{"categories":6911},[108],{"categories":6913},[132],{"categories":6915},[251],{"categories":6917},[132],{"categories":6919},[132],{"categories":6921},[132],{"categories":6923},[],{"categories":6925},[89],{"categories":6927},[],{"categories":6929},[251],{"categories":6931},[108],{"categories":6933},[108],{"categories":6935},[108],{"categories":6937},[94],{"categories":6939},[53,89],{"categories":6941},[132],{"categories":6943},[],{"categories":6945},[],{"categories":6947},[132],{"categories":6949},[],{"categories":6951},[132],{"categories":6953},[53],{"categories":6955},[94],{"categories":6957},[],{"categories":6959},[108],{"categories":6961},[81],{"categories":6963},[181],{"categories":6965},[],{"categories":6967},[81],{"categories":6969},[],{"categories":6971},[53],{"categories":6973},[84],{"categories":6975},[132],{"categories":6977},[],{"categories":6979},[108],{"categories":6981},[53],[6983,7087,7164,7231],{"id":6984,"title":6985,"ai":6986,"body":6992,"categories":7052,"created_at":54,"date_modified":54,"description":46,"extension":56,"faq":54,"featured":57,"kicker_label":54,"meta":7053,"navigation":59,"path":7072,"published_at":7073,"question":54,"scraped_at":7074,"seo":7075,"sitemap":7076,"source_id":7077,"source_name":7078,"source_type":67,"source_url":7079,"stem":7080,"tags":7081,"thumbnail_url":7082,"tldr":7083,"tweet":7084,"unknown_tags":7085,"__hash__":7086},"summaries\u002Fsummaries\u002F4dadf3047cef462d-building-ai-native-organizations-the-400x-leverage-summary.md","Building AI-Native Organizations: The 400x Leverage",{"provider":7,"model":6987,"input_tokens":6988,"output_tokens":6989,"processing_time_ms":6990,"cost_usd":6991},"google\u002Fgemini-3.1-flash-lite",8221,712,4672,0.00312325,{"type":14,"value":6993,"toc":7047},[6994,6998,7001,7005,7008,7037,7041,7044],[17,6995,6997],{"id":6996},"the-shift-to-ai-native-operations","The Shift to AI-Native Operations",[22,6999,7000],{},"Garry Tan argues that the current AI revolution allows lean teams to achieve output levels previously requiring thousands of employees. The core leverage is not found in model weights—which are accessible to everyone—but in how founders \"wire the work.\" By treating AI agents as a workforce rather than simple autocomplete tools, founders can move from writing individual lines of code to managing a system of encoded capabilities.",[17,7002,7004],{"id":7003},"encoding-the-organization-as-code","Encoding the Organization as Code",[22,7006,7007],{},"To build an AI-native company, every organizational component must be transformed into machine-readable formats:",[7009,7010,7011,7019,7025,7031],"ul",{},[7012,7013,7014,7018],"li",{},[7015,7016,7017],"strong",{},"Skill Files:"," Every task or capability should be documented as a markdown-based skill file. This allows agents to execute repeatable processes reliably.",[7012,7020,7021,7024],{},[7015,7022,7023],{},"Resolver Tables:"," These act as the organization's org chart, routing tasks to the appropriate agent or skill file.",[7012,7026,7027,7030],{},[7015,7028,7029],{},"Performance Reviews:"," Automated testing and evaluation rules ensure that agents remain in compliance and perform tasks correctly.",[7012,7032,7033,7036],{},[7015,7034,7035],{},"The Golden Rule:"," Never perform \"one-off\" work. If a task is performed once, it should be \"skillified\" into a reusable file. This prevents the company from \"waking up with amnesia\" each day and ensures that the organization compounds its intelligence over time.",[17,7038,7040],{"id":7039},"context-engineering-the-company-brain","Context Engineering: The Company Brain",[22,7042,7043],{},"Human working memory is limited to roughly seven items, whereas AI agents can process massive amounts of data. However, the quality of an agent's output depends on \"context engineering\"—the ability to provide the right information at the right time.",[22,7045,7046],{},"Tan advocates for building a \"company brain\" (like his project, GBrain), which functions as a library and librarian. The library stores institutional knowledge (emails, meetings, decisions, post-mortems), while the librarian (the retrieval layer) determines which specific information is loaded into the agent's context window for a given task. Without this curation, a company brain becomes a \"garbage dump\" where stale or contradictory facts lead to confident but incorrect AI outputs. Success requires treating this memory layer with the same rigor as production infrastructure.",{"title":46,"searchDepth":47,"depth":47,"links":7048},[7049,7050,7051],{"id":6996,"depth":47,"text":6997},{"id":7003,"depth":47,"text":7004},{"id":7039,"depth":47,"text":7040},[81],{"content_references":7054,"triage":7067},[7055,7060,7062,7065],{"type":7056,"title":7057,"url":7058,"context":7059},"tool","GBrain","https:\u002F\u002Fgithub.com\u002Fgarrytan\u002Fgbrain","recommended",{"type":7056,"title":7061,"context":7059},"OpenClaw",{"type":7056,"title":7063,"context":7064},"Cursor","mentioned",{"type":7056,"title":7066,"context":7064},"Claude Code",{"relevance":7068,"novelty":7069,"quality":7069,"actionability":7069,"composite":7070,"reasoning":7071},5,4,4.35,"Category: Product Strategy. The article discusses how to build AI-native organizations, which directly addresses the audience's need for practical strategies in leveraging AI for productivity. It provides actionable concepts like 'skill files' and 'company brain' that founders can implement to optimize their operations.","\u002Fsummaries\u002F4dadf3047cef462d-building-ai-native-organizations-the-400x-leverage-summary","2026-07-17 01:00:06","2026-07-17 18:00:32",{"title":6985,"description":46},{"loc":7072},"4dadf3047cef462d","AI Engineer","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=eBUyTS7SzV4","summaries\u002F4dadf3047cef462d-building-ai-native-organizations-the-400x-leverage-summary",[72,71,74,73],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FeBUyTS7SzV4\u002Fhqdefault.jpg","To achieve 400x productivity, founders must treat AI as a workforce rather than an autocomplete tool, encoding organizational processes into reusable 'skill files' and building a 'company brain' to manage institutional memory.","This is a talk on organizational design, not software engineering. Tan argues that the \"400x\" productivity gains he sees at YC come from treating AI agents as employees—codifying roles, processes, and institutional knowledge into markdown-based \"skill files\" rather than just using LLMs for autocomplete.",[],"dIoooHP1i1AI_myoVrfhH66mYoRKSQKOKY8Hwg7A41c",{"id":7088,"title":7089,"ai":7090,"body":7095,"categories":7131,"created_at":54,"date_modified":54,"description":46,"extension":56,"faq":54,"featured":57,"kicker_label":54,"meta":7132,"navigation":59,"path":7150,"published_at":7151,"question":54,"scraped_at":7152,"seo":7153,"sitemap":7154,"source_id":7155,"source_name":7156,"source_type":7157,"source_url":7158,"stem":7159,"tags":7160,"thumbnail_url":54,"tldr":7161,"tweet":54,"unknown_tags":7162,"__hash__":7163},"summaries\u002Fsummaries\u002F165342337ce02cd5-emergent-s-wingman-chat-agents-automate-ops-summary.md","Emergent's Wingman: Chat Agents Automate Ops",{"provider":7,"model":8,"input_tokens":7091,"output_tokens":7092,"processing_time_ms":7093,"cost_usd":7094},5760,2520,18825,0.00238935,{"type":14,"value":7096,"toc":7125},[7097,7101,7104,7108,7111,7115,7118,7122],[17,7098,7100],{"id":7099},"vibe-coding-platform-fuels-agent-expansion","Vibe-Coding Platform Fuels Agent Expansion",[22,7102,7103],{},"Emergent, a Bengaluru startup founded in 2025, bootstrapped a vibe-coding tool letting non-technical users build and deploy full-stack apps via natural language prompts—rivaling Cursor and Replit. It drew 8 million builders and 1.5 million monthly active users, securing $70 million at $300 million valuation from SoftBank, Khosla Ventures, and Lightspeed. CEO Mukund Jha sees agents as the logical pivot: shift from building software to letting it \"actively help run\" businesses autonomously.",[17,7105,7107],{"id":7106},"messaging-integration-drives-everyday-adoption","Messaging Integration Drives Everyday Adoption",[22,7109,7110],{},"Wingman embeds into WhatsApp, Telegram, and iMessage, letting users assign tasks via chat while the agent executes in the background across email, calendars, and workplace apps. Key differentiator: \"trust boundaries\"—autonomous for routine actions, user approval for consequential ones. Jha argues this mirrors real workflows (chat, voice, email for decisions), avoiding new interfaces that hinder uptake. Rollout starts with free trial, then paid for Emergent users.",[17,7112,7114],{"id":7113},"reliability-gaps-in-ambiguous-scenarios","Reliability Gaps in Ambiguous Scenarios",[22,7116,7117],{},"Agents like Wingman falter on inconsistent handling of messy edge cases, unclear goals, or human-judgment-heavy workflows. This underscores a core trade-off: background autonomy boosts efficiency for rote tasks but demands safeguards and human oversight to mitigate errors in complex ops.",[17,7119,7121],{"id":7120},"crowded-race-mirrors-agent-hype","Crowded Race Mirrors Agent Hype",[22,7123,7124],{},"Wingman joins OpenClaw (ex-Clawdbot\u002FMoltbot), Anthropic's Claude tools, Microsoft's agents, and Sierra—where Bret Taylor declared \"the era of clicking buttons is over.\" Emergent bets on messaging ubiquity for edge over standalone apps.",{"title":46,"searchDepth":47,"depth":47,"links":7126},[7127,7128,7129,7130],{"id":7099,"depth":47,"text":7100},{"id":7106,"depth":47,"text":7107},{"id":7113,"depth":47,"text":7114},{"id":7120,"depth":47,"text":7121},[53],{"content_references":7133,"triage":7146},[7134,7137,7140,7142],{"type":7056,"title":7135,"url":7136,"context":7064},"Emergent","https:\u002F\u002Fapp.emergent.sh\u002Flanding\u002F",{"type":7056,"title":7138,"url":7139,"context":7064},"Wingman","http:\u002F\u002Fapp.emergent.sh\u002Fwingman",{"type":7141,"title":7061,"context":7064},"other",{"type":7141,"title":7143,"url":7144,"context":7145},"Indian vibe-coding startup Emergent raises $70M at $300M valuation from SoftBank, Khosla Ventures","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F01\u002F20\u002Findian-vibe-coding-startup-emergent-raises-70m-at-300m-valuation-from-softbank-khosla-ventures\u002F","cited",{"relevance":7069,"novelty":7147,"quality":7069,"actionability":7147,"composite":7148,"reasoning":7149},3,3.6,"Category: AI & LLMs. The article discusses the development of an AI agent that automates operational tasks, addressing a specific audience pain point regarding the integration of AI into workflows. It provides insights into the functionality and challenges of the agent, but lacks detailed actionable steps for implementation.","\u002Fsummaries\u002F165342337ce02cd5-emergent-s-wingman-chat-agents-automate-ops-summary","2026-04-15 17:24:18","2026-04-16 03:18:56",{"title":7089,"description":46},{"loc":7150},"165342337ce02cd5","TechCrunch AI","article","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F04\u002F15\u002Findias-vibe-coding-startup-emergent-enters-openclaw-like-ai-agent-space\u002F","summaries\u002F165342337ce02cd5-emergent-s-wingman-chat-agents-automate-ops-summary",[71,72,74],"Emergent evolves its 8M-user vibe-coding platform into Wingman, a WhatsApp\u002FTelegram AI agent that runs routine tasks autonomously across tools but requires approval for high-stakes actions, targeting the OpenClaw agent trend.",[],"9x5ka87G87axFeP2hGitwirXLPD6Fm2AV9uGbHJT2Zw",{"id":7165,"title":7166,"ai":7167,"body":7172,"categories":7200,"created_at":54,"date_modified":54,"description":46,"extension":56,"faq":54,"featured":57,"kicker_label":54,"meta":7201,"navigation":59,"path":7219,"published_at":7220,"question":54,"scraped_at":7221,"seo":7222,"sitemap":7223,"source_id":7224,"source_name":7156,"source_type":7157,"source_url":7225,"stem":7226,"tags":7227,"thumbnail_url":54,"tldr":7228,"tweet":54,"unknown_tags":7229,"__hash__":7230},"summaries\u002Fsummaries\u002F1e926c68a30ae932-copilotkit-s-ag-ui-enables-dynamic-ai-agent-uis-in-summary.md","CopilotKit's AG-UI Enables Dynamic AI Agent UIs in Apps",{"provider":7,"model":8,"input_tokens":7168,"output_tokens":7169,"processing_time_ms":7170,"cost_usd":7171},6505,2289,20008,0.00193865,{"type":14,"value":7173,"toc":7195},[7174,7178,7181,7185,7188,7192],[17,7175,7177],{"id":7176},"ag-ui-replaces-clunky-chatbots-with-contextual-uis","AG-UI Replaces Clunky Chatbots with Contextual UIs",[22,7179,7180],{},"Current AI in apps often limits to text chatbots that deliver dense paragraphs, failing tasks like itinerary booking amid verbose output. CopilotKit's open-source AG-UI protocol fixes this by letting agents live natively in apps, observe user actions, and generate dynamic UIs using developer-defined components. Key features include streaming chat, front-end tool calls, and state sharing for human-in-the-loop control. Developers specify building blocks—e.g., pie charts styled to match their design system—and agents assemble interactive UIs on demand, such as revenue breakdowns users can drill into, while retaining pixel-perfect control over UI changes.",[17,7182,7184],{"id":7183},"explosive-adoption-fuels-enterprise-expansion","Explosive Adoption Fuels Enterprise Expansion",[22,7186,7187],{},"AG-UI sees millions of weekly installs and production use by Fortune 500 firms and customers including Deutsche Telekom, Docusign, Cisco, and S&P Global. It integrates with protocols like Anthropic's Model Context Protocol (MCP) and Google's Agent2Agent (A2A), plus providers Google, Microsoft, Amazon, Oracle, and frameworks LangChain, Mastra, PydanticAI, Agno. Seattle-based CopilotKit (25 employees) raised $27M Series A from Glilot Capital, NFX, SignalFire to launch CopilotKit Enterprise Intelligence—a self-hostable bundle hardening AG-UI for production with support and deployment options.",[17,7189,7191],{"id":7190},"horizontal-optionality-beats-vertical-stacks","Horizontal Optionality Beats Vertical Stacks",[22,7193,7194],{},"Unlike Vercel's AI SDK (full-stack), Assistant-ui (chat components), or OpenAI's ChatGPT-only Apps SDK, CopilotKit stays agnostic to agent frameworks, clouds, or backends, prioritizing enterprise demands for optionality and self-hosting. Open-source AG-UI remains neutral standard (95% free users), with paid tiers hardening it for top enterprises without forking the ecosystem.",{"title":46,"searchDepth":47,"depth":47,"links":7196},[7197,7198,7199],{"id":7176,"depth":47,"text":7177},{"id":7183,"depth":47,"text":7184},{"id":7190,"depth":47,"text":7191},[81],{"content_references":7202,"triage":7217},[7203,7206,7208,7211,7214],{"type":7056,"title":7204,"url":7205,"context":7064},"CopilotKit","https:\u002F\u002Fwww.copilotkit.ai\u002F",{"type":7141,"title":7207,"context":7064},"AG-UI protocol",{"type":7141,"title":7209,"url":7210,"context":7064},"Model Context Protocol (MCP)","https:\u002F\u002Ftechcrunch.com\u002F2024\u002F11\u002F25\u002Fanthropic-proposes-a-way-to-connect-data-to-ai-chatbots\u002F",{"type":7141,"title":7212,"url":7213,"context":7064},"Agent2Agent (A2A) protocol","https:\u002F\u002Fdevelopers.googleblog.com\u002Fen\u002Fa2a-a-new-era-of-agent-interoperability\u002F",{"type":7056,"title":7215,"url":7216,"context":7064},"Vercel AI SDK","https:\u002F\u002Fgithub.com\u002Fvercel\u002Fai",{"relevance":7068,"novelty":7069,"quality":7069,"actionability":7069,"composite":7070,"reasoning":7218},"Category: AI & LLMs. The article discusses the AG-UI protocol, which directly addresses the integration of AI agents into app UIs, a key concern for developers building AI-powered products. It provides specific features and examples of how developers can implement this technology, making it actionable.","\u002Fsummaries\u002F1e926c68a30ae932-copilotkit-s-ag-ui-enables-dynamic-ai-agent-uis-in-summary","2026-05-05 14:07:47","2026-05-05 16:09:49",{"title":7166,"description":46},{"loc":7219},"1e926c68a30ae932","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F05\u002Fcopilotkit-raises-27m-to-help-devs-deploy-app-native-ai-agents\u002F","summaries\u002F1e926c68a30ae932-copilotkit-s-ag-ui-enables-dynamic-ai-agent-uis-in-summary",[71,72,74],"CopilotKit's open-source AG-UI protocol standardizes AI agent integration with app UIs for interactive components like charts, not just text, with $27M funding to scale enterprise self-hosting.",[],"8K4i4iehp9D2p6yAjzIseC4Q1kLKZ9jkIFeU94zdMoE",{"id":7232,"title":7233,"ai":7234,"body":7239,"categories":7267,"created_at":54,"date_modified":54,"description":46,"extension":56,"faq":54,"featured":57,"kicker_label":54,"meta":7268,"navigation":59,"path":7278,"published_at":7279,"question":54,"scraped_at":7280,"seo":7281,"sitemap":7282,"source_id":7283,"source_name":7284,"source_type":7157,"source_url":7285,"stem":7286,"tags":7287,"thumbnail_url":54,"tldr":7289,"tweet":54,"unknown_tags":7290,"__hash__":7291},"summaries\u002Fsummaries\u002Fd9a33d9de65068cb-vapi-s-control-focused-voice-ai-wins-ring-hits-500-summary.md","Vapi's Control-Focused Voice AI Wins Ring, Hits $500M Val",{"provider":7,"model":8,"input_tokens":7235,"output_tokens":7236,"processing_time_ms":7237,"cost_usd":7238},5593,1911,22447,0.0020516,{"type":14,"value":7240,"toc":7262},[7241,7245,7248,7252,7255,7259],[17,7242,7244],{"id":7243},"developer-self-serve-builds-enterprise-scale","Developer Self-Serve Builds Enterprise Scale",[22,7246,7247],{},"Vapi started as an AI therapist prototype in 2023 by founders Jordan Dearsley and Nikhil Gupta, pivoting from Y Combinator-backed Superpowered after developers sought its low-latency voice infrastructure. Launching publicly in 2024, the self-serve platform drew 1 million developers, processing 1 billion+ calls total and battle-testing at scale before enterprise deals. This bottom-up approach—handling 1-5 million calls daily, mostly enterprise—enabled reliability for customers like Amazon Ring, Kavak, Instawork, New York Life, UnityAI, Cherry, and Intuit.",[17,7249,7251],{"id":7250},"granular-control-secures-ring-over-40-rivals","Granular Control Secures Ring Over 40 Rivals",[22,7253,7254],{},"Amazon Ring evaluated 40+ AI voice vendors amid holiday call surges, selecting Vapi for inbound traffic now at 100%. Key differentiator: engineers gain precise control over AI agent behavior in live interactions without heavy engineering dependency, boosting customer satisfaction scores. Ring VP Jason Mitura noted Vapi delivers promised outcomes, allowing non-engineers to tune experiences. Vapi emphasizes infrastructure and orchestration—taming model indeterminacy for reliability, compliance, and customization—over pre-packaged apps, unlike rivals Sierra, Decagon, PolyAI, Bland, Retell, and ElevenLabs.",[17,7256,7258],{"id":7257},"funding-reflects-proven-traction","Funding Reflects Proven Traction",[22,7260,7261],{},"$50M Series B led by Peak XV Partners values Vapi at $500M post-money, with M12, Kleiner Perkins, and Bessemer joining for $72M total raised. ARR hits healthy eight figures. With 100 employees, funds target engineering, infrastructure, and go-to-market expansion to capitalize on enterprise shift to AI voice agents.",{"title":46,"searchDepth":47,"depth":47,"links":7263},[7264,7265,7266],{"id":7243,"depth":47,"text":7244},{"id":7250,"depth":47,"text":7251},{"id":7257,"depth":47,"text":7258},[53],{"content_references":7269,"triage":7276},[7270,7273],{"type":7056,"title":7271,"url":7272,"context":7064},"Vapi","https:\u002F\u002Fvapi.ai\u002F",{"type":7141,"title":7274,"url":7275,"context":7064},"YC-backed productivity app Superpowered pivots to become a voice API platform for bots","https:\u002F\u002Ftechcrunch.com\u002F2023\u002F11\u002F10\u002Fyc-backed-productivity-app-superpowered-pivots-to-become-a-voice-api-platform-for-bots\u002F",{"relevance":7069,"novelty":7147,"quality":7069,"actionability":7147,"composite":7148,"reasoning":7277},"Category: AI & LLMs. The article discusses Vapi's AI voice platform, which addresses the need for granular control in AI agent behavior, a relevant topic for developers looking to integrate AI into their products. It provides insights into the company's growth and funding, but lacks specific actionable steps for implementation.","\u002Fsummaries\u002Fd9a33d9de65068cb-vapi-s-control-focused-voice-ai-wins-ring-hits-500-summary","2026-05-12 11:30:00","2026-05-12 15:01:35",{"title":7233,"description":46},{"loc":7278},"d9a33d9de65068cb","TechCrunch — AI","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F12\u002Fvapi-hits-500m-valuation-as-amazon-ring-chose-its-ai-platform-over-40-rivals\u002F","summaries\u002Fd9a33d9de65068cb-vapi-s-control-focused-voice-ai-wins-ring-hits-500-summary",[72,71,74,7288],"saas","Vapi beat 40 rivals to handle 100% of Amazon Ring's calls by giving engineers granular AI control, fueling $50M Series B at $500M valuation and 1B+ calls processed.",[],"qt1Si9jXChb-5fUehEwLSGFv3QDt0PVvP5GflHZtTGk"]