[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-b19ec562c455e753-openai-s-ad-principles-for-chatgpt-free-tiers-summary":3,"summaries-facets-categories":102,"summary-related-b19ec562c455e753-openai-s-ad-principles-for-chatgpt-free-tiers-summary":7006},{"id":4,"title":5,"ai":6,"body":13,"categories":63,"created_at":65,"date_modified":65,"description":56,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":68,"navigation":84,"path":85,"published_at":86,"question":65,"scraped_at":86,"seo":87,"sitemap":88,"source_id":89,"source_name":90,"source_type":91,"source_url":92,"stem":93,"tags":94,"thumbnail_url":65,"tldr":99,"tweet":65,"unknown_tags":100,"__hash__":101},"summaries\u002Fsummaries\u002Fb19ec562c455e753-openai-s-ad-principles-for-chatgpt-free-tiers-summary.md","OpenAI's Ad Principles for ChatGPT Free Tiers",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",6748,1793,24135,0.00173925,{"type":14,"value":15,"toc":55},"minimark",[16,21,25,28,32,35,38,42,45,48,52],[17,18,20],"h2",{"id":19},"ads-fund-free-access-without-compromising-core-value","Ads Fund Free Access Without Compromising Core Value",[22,23,24],"p",{},"OpenAI introduces ads in ChatGPT's Free and Go tiers for logged-in adult US users to cover infrastructure costs for hundreds of millions of users, enabling faster, reliable free access and ongoing AI improvements. Paid tiers (Plus, Pro, Business, Enterprise, Education) remain ad-free. Users can upgrade to eliminate ads or opt out of Free tier ads by accepting fewer daily messages. Ads appear post-response, clearly labeled as \"sponsored,\" and visually separated—e.g., recipe queries trigger meal kit ads like Heirloom Groceries' enchilada kit. Selection uses conversation topics, past chats, and ad interactions for relevance, without advertiser access to specifics.",[22,26,27],{},"This sustains mission-aligned growth: free\u002Flow-cost tiers stay viable, funding intelligence upgrades while offering paid escapes from ads.",[17,29,31],{"id":30},"strict-independence-privacy-and-safety-guardrails","Strict Independence, Privacy, and Safety Guardrails",[22,33,34],{},"ChatGPT answers prioritize helpfulness, unaffected by ads—optimization ignores advertiser input. Privacy blocks advertiser access to chats, history, memories, or details; they get only aggregate views\u002Fclicks. No ads for under-18 accounts (detected or predicted), or near sensitive topics like health, mental health, politics. Future scaling adds scam prevention, advertiser vetting, and anti-narrow-targeting guardrails.",[22,36,37],{},"Ad matching factors: current discussion topics, hidden\u002Fengaged ads, past chats\u002Fmemory—but shares nothing identifiable. Builds trust via separation and transparency, with early pilots showing no trust metric drops, low dismissals, and improving relevance from feedback.",[17,39,41],{"id":40},"user-controls-drive-experience-ownership","User Controls Drive Experience Ownership",[22,43,44],{},"Users dismiss ads, give feedback, view \"why this ad\" explanations, delete ad data one-tap, and toggle personalization or past chats\u002Fmemory usage. Ads History logs views by timestamp\u002Fbrand for clearing. Mobile\u002Fweb settings centralize: History, Interests, data deletion, personalization toggles.",[22,46,47],{},"Long-term, conversational context makes ads more relevant during decision-making (e.g., option exploration), aiding discovery from small businesses too. Pilots refine before broader rollout.",[17,49,51],{"id":50},"phased-global-expansion-for-learning","Phased Global Expansion for Learning",[22,53,54],{},"US test (Feb 2026) yields positive signals, expanding March 2026 to Canada\u002FAustralia\u002FNew Zealand, then May 2026 to UK\u002FMexico\u002FBrazil\u002FJapan\u002FSouth Korea. Thoughtful per-market rollout gathers real usage data for adjustments. Businesses sign up at openai.com\u002Fadvertisers for updates; future evolves formats, objectives, buying models. Core invariants: unbiased answers, private conversations, user control.",{"title":56,"searchDepth":57,"depth":57,"links":58},"",2,[59,60,61,62],{"id":19,"depth":57,"text":20},{"id":30,"depth":57,"text":31},{"id":40,"depth":57,"text":41},{"id":50,"depth":57,"text":51},[64],"Business & SaaS",null,"md",false,{"content_references":69,"triage":79},[70,75],{"type":71,"title":72,"url":73,"context":74},"other","Our approach to advertising and expanding access","https:\u002F\u002Fopenai.com\u002Findex\u002Four-approach-to-advertising-and-expanding-access\u002F","cited",{"type":71,"title":76,"url":77,"context":78},"OpenAI Advertisers","https:\u002F\u002Fopenai.com\u002Fadvertisers\u002F","recommended",{"relevance":80,"novelty":81,"quality":80,"actionability":81,"composite":82,"reasoning":83},4,3,3.6,"Category: Marketing & Growth. The article discusses OpenAI's strategy for integrating ads into ChatGPT's free tiers, which directly relates to product strategy and monetization in AI products. It provides insights into user controls and privacy measures, which are relevant for product builders considering ad-based revenue models.",true,"\u002Fsummaries\u002Fb19ec562c455e753-openai-s-ad-principles-for-chatgpt-free-tiers-summary","2026-05-11 15:04:24",{"title":5,"description":56},{"loc":85},"b19ec562c455e753","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Ftesting-ads-in-chatgpt","summaries\u002Fb19ec562c455e753-openai-s-ad-principles-for-chatgpt-free-tiers-summary",[95,96,97,98],"llm","saas","product-strategy","marketing","OpenAI tests contextual ads in ChatGPT free\u002FGo tiers to fund access without biasing answers, sharing chats, or limiting controls—ads match conversation topics using aggregate data only.",[],"ILkDJ7cQffpDF9HLJvdVdUu7sqrPJHjKg_PIuqmCL2M",[103,106,109,111,113,115,118,121,123,125,127,129,132,134,136,138,140,143,145,147,149,151,154,157,159,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,201,203,206,208,210,212,214,216,218,220,222,224,226,228,230,232,235,237,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,269,271,273,276,278,280,282,284,286,288,290,292,294,296,298,300,302,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,370,372,374,376,378,380,382,384,386,388,390,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,426,428,430,432,434,436,438,440,442,444,446,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,508,510,512,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,554,556,558,560,562,564,566,568,570,572,574,576,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,866,868,870,872,874,877,879,881,883,885,887,889,891,893,895,897,899,901,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004],{"categories":104},[105],"AI & LLMs",{"categories":107},[108],"Developer Productivity",{"categories":110},[105],{"categories":112},[64],{"categories":114},[105],{"categories":116},[117],"AI Automation",{"categories":119},[120],"Product Strategy",{"categories":122},[117],{"categories":124},[105],{"categories":126},[108],{"categories":128},[117],{"categories":130},[131],"Software Engineering",{"categories":133},[105],{"categories":135},[64],{"categories":137},[],{"categories":139},[105],{"categories":141},[142],"Inference & Serving",{"categories":144},[105],{"categories":146},[105],{"categories":148},[117],{"categories":150},[],{"categories":152},[153],"AI News & Trends",{"categories":155},[156],"Data Science & Visualization",{"categories":158},[117],{"categories":160},[105],{"categories":162},[105],{"categories":164},[64],{"categories":166},[108],{"categories":168},[105],{"categories":170},[117],{"categories":172},[153],{"categories":174},[105],{"categories":176},[117],{"categories":178},[117],{"categories":180},[105],{"categories":182},[105],{"categories":184},[117],{"categories":186},[105],{"categories":188},[105],{"categories":190},[105],{"categories":192},[117],{"categories":194},[153],{"categories":196},[105],{"categories":198},[105],{"categories":200},[105],{"categories":202},[],{"categories":204},[205],"Design & Frontend",{"categories":207},[156],{"categories":209},[153],{"categories":211},[105],{"categories":213},[105],{"categories":215},[105],{"categories":217},[],{"categories":219},[105],{"categories":221},[105],{"categories":223},[117],{"categories":225},[131],{"categories":227},[105],{"categories":229},[117],{"categories":231},[105],{"categories":233},[234],"Marketing & Growth",{"categories":236},[205],{"categories":238},[105],{"categories":240},[117],{"categories":242},[105],{"categories":244},[105],{"categories":246},[131],{"categories":248},[105],{"categories":250},[],{"categories":252},[],{"categories":254},[205],{"categories":256},[105],{"categories":258},[117],{"categories":260},[108],{"categories":262},[131],{"categories":264},[117],{"categories":266},[205],{"categories":268},[120],{"categories":270},[105],{"categories":272},[131],{"categories":274},[275],"DevOps & Cloud",{"categories":277},[117],{"categories":279},[120],{"categories":281},[153],{"categories":283},[105],{"categories":285},[],{"categories":287},[105],{"categories":289},[105],{"categories":291},[],{"categories":293},[117],{"categories":295},[131],{"categories":297},[],{"categories":299},[131],{"categories":301},[105],{"categories":303},[304],"Governance & Standards",{"categories":306},[64],{"categories":308},[],{"categories":310},[],{"categories":312},[105],{"categories":314},[105],{"categories":316},[117],{"categories":318},[105],{"categories":320},[105],{"categories":322},[117],{"categories":324},[105],{"categories":326},[105],{"categories":328},[105],{"categories":330},[],{"categories":332},[131],{"categories":334},[],{"categories":336},[],{"categories":338},[105],{"categories":340},[131],{"categories":342},[],{"categories":344},[131],{"categories":346},[105],{"categories":348},[105],{"categories":350},[234],{"categories":352},[105],{"categories":354},[105],{"categories":356},[105],{"categories":358},[205],{"categories":360},[205],{"categories":362},[105],{"categories":364},[131],{"categories":366},[117],{"categories":368},[369],"GovTech & Public-Sector Adoption",{"categories":371},[131],{"categories":373},[105],{"categories":375},[105],{"categories":377},[105],{"categories":379},[117],{"categories":381},[117],{"categories":383},[156],{"categories":385},[105],{"categories":387},[153],{"categories":389},[117],{"categories":391},[392],"Legal AI Tools",{"categories":394},[105],{"categories":396},[117],{"categories":398},[105],{"categories":400},[234],{"categories":402},[117],{"categories":404},[120],{"categories":406},[105],{"categories":408},[131],{"categories":410},[369],{"categories":412},[],{"categories":414},[117],{"categories":416},[],{"categories":418},[64],{"categories":420},[117],{"categories":422},[117],{"categories":424},[425],"RAG & Retrieval",{"categories":427},[64],{"categories":429},[105],{"categories":431},[131],{"categories":433},[131],{"categories":435},[275],{"categories":437},[205],{"categories":439},[117],{"categories":441},[105],{"categories":443},[105],{"categories":445},[],{"categories":447},[448],"Agents & Orchestration",{"categories":450},[131],{"categories":452},[105],{"categories":454},[],{"categories":456},[117],{"categories":458},[64],{"categories":460},[],{"categories":462},[105],{"categories":464},[],{"categories":466},[105],{"categories":468},[108],{"categories":470},[131],{"categories":472},[64],{"categories":474},[105],{"categories":476},[117],{"categories":478},[105],{"categories":480},[153],{"categories":482},[105],{"categories":484},[],{"categories":486},[105],{"categories":488},[],{"categories":490},[105],{"categories":492},[131],{"categories":494},[105],{"categories":496},[117],{"categories":498},[156],{"categories":500},[],{"categories":502},[105],{"categories":504},[205],{"categories":506},[507],"Models & Frontier Labs",{"categories":509},[],{"categories":511},[205],{"categories":513},[514],"Regulation & Governance of AI",{"categories":516},[120],{"categories":518},[117],{"categories":520},[],{"categories":522},[105],{"categories":524},[105],{"categories":526},[117],{"categories":528},[117],{"categories":530},[153],{"categories":532},[105],{"categories":534},[64],{"categories":536},[105],{"categories":538},[117],{"categories":540},[],{"categories":542},[131],{"categories":544},[117],{"categories":546},[105],{"categories":548},[120],{"categories":550},[105],{"categories":552},[553],"AI Policy & Regulation",{"categories":555},[],{"categories":557},[105],{"categories":559},[117],{"categories":561},[120],{"categories":563},[117],{"categories":565},[105],{"categories":567},[105],{"categories":569},[105],{"categories":571},[117],{"categories":573},[],{"categories":575},[156],{"categories":577},[578],"Evals & Reliability",{"categories":580},[105],{"categories":582},[105],{"categories":584},[],{"categories":586},[108],{"categories":588},[369],{"categories":590},[553],{"categories":592},[105],{"categories":594},[64],{"categories":596},[105],{"categories":598},[117],{"categories":600},[105],{"categories":602},[117],{"categories":604},[448],{"categories":606},[105],{"categories":608},[131],{"categories":610},[105],{"categories":612},[],{"categories":614},[205],{"categories":616},[],{"categories":618},[105],{"categories":620},[369],{"categories":622},[105],{"categories":624},[105],{"categories":626},[105],{"categories":628},[],{"categories":630},[105],{"categories":632},[205],{"categories":634},[131],{"categories":636},[],{"categories":638},[105],{"categories":640},[],{"categories":642},[117],{"categories":644},[105],{"categories":646},[205],{"categories":648},[],{"categories":650},[105],{"categories":652},[105],{"categories":654},[156],{"categories":656},[117],{"categories":658},[105],{"categories":660},[64],{"categories":662},[117],{"categories":664},[105],{"categories":666},[105],{"categories":668},[131],{"categories":670},[205],{"categories":672},[105],{"categories":674},[117],{"categories":676},[],{"categories":678},[131],{"categories":680},[117],{"categories":682},[156],{"categories":684},[],{"categories":686},[105],{"categories":688},[153],{"categories":690},[105],{"categories":692},[],{"categories":694},[105],{"categories":696},[105],{"categories":698},[105],{"categories":700},[64,234],{"categories":702},[],{"categories":704},[131],{"categories":706},[105],{"categories":708},[105],{"categories":710},[117],{"categories":712},[105],{"categories":714},[],{"categories":716},[],{"categories":718},[105],{"categories":720},[205],{"categories":722},[105],{"categories":724},[],{"categories":726},[105],{"categories":728},[275],{"categories":730},[],{"categories":732},[117],{"categories":734},[153],{"categories":736},[105],{"categories":738},[105],{"categories":740},[205],{"categories":742},[],{"categories":744},[153],{"categories":746},[105],{"categories":748},[142],{"categories":750},[105],{"categories":752},[105],{"categories":754},[117],{"categories":756},[153],{"categories":758},[507],{"categories":760},[105],{"categories":762},[234],{"categories":764},[],{"categories":766},[117],{"categories":768},[64],{"categories":770},[131],{"categories":772},[105],{"categories":774},[117],{"categories":776},[],{"categories":778},[105,275],{"categories":780},[105],{"categories":782},[105],{"categories":784},[105],{"categories":786},[117],{"categories":788},[105,131],{"categories":790},[156],{"categories":792},[105],{"categories":794},[105],{"categories":796},[105],{"categories":798},[131],{"categories":800},[105],{"categories":802},[117],{"categories":804},[117],{"categories":806},[553],{"categories":808},[234],{"categories":810},[105],{"categories":812},[117],{"categories":814},[105],{"categories":816},[105],{"categories":818},[117],{"categories":820},[],{"categories":822},[117],{"categories":824},[105],{"categories":826},[105],{"categories":828},[117],{"categories":830},[105],{"categories":832},[105,64],{"categories":834},[105],{"categories":836},[64],{"categories":838},[],{"categories":840},[205],{"categories":842},[205],{"categories":844},[105],{"categories":846},[],{"categories":848},[],{"categories":850},[105],{"categories":852},[153],{"categories":854},[],{"categories":856},[108],{"categories":858},[105],{"categories":860},[131],{"categories":862},[105],{"categories":864},[865],"Generative UI & Design-to-Code",{"categories":867},[105],{"categories":869},[105],{"categories":871},[205],{"categories":873},[105],{"categories":875},[876],"Algorithmic Accountability",{"categories":878},[117],{"categories":880},[131],{"categories":882},[153],{"categories":884},[205],{"categories":886},[105],{"categories":888},[],{"categories":890},[120],{"categories":892},[105],{"categories":894},[105],{"categories":896},[105],{"categories":898},[105],{"categories":900},[117],{"categories":902},[903],"MLOps & Infrastructure",{"categories":905},[105],{"categories":907},[105],{"categories":909},[105],{"categories":911},[105],{"categories":913},[105],{"categories":915},[131],{"categories":917},[153],{"categories":919},[105],{"categories":921},[120],{"categories":923},[108],{"categories":925},[105],{"categories":927},[117],{"categories":929},[275],{"categories":931},[105],{"categories":933},[64],{"categories":935},[105],{"categories":937},[205],{"categories":939},[105],{"categories":941},[105],{"categories":943},[117],{"categories":945},[],{"categories":947},[],{"categories":949},[105],{"categories":951},[142],{"categories":953},[205],{"categories":955},[153],{"categories":957},[156],{"categories":959},[],{"categories":961},[105],{"categories":963},[105],{"categories":965},[64],{"categories":967},[117],{"categories":969},[105],{"categories":971},[105],{"categories":973},[105],{"categories":975},[105],{"categories":977},[153],{"categories":979},[142],{"categories":981},[105],{"categories":983},[205],{"categories":985},[105],{"categories":987},[],{"categories":989},[117],{"categories":991},[131],{"categories":993},[],{"categories":995},[105],{"categories":997},[105],{"categories":999},[117],{"categories":1001},[131],{"categories":1003},[105],{"categories":1005},[156],{"categories":1007},[205],{"categories":1009},[],{"categories":1011},[105],{"categories":1013},[],{"categories":1015},[105],{"categories":1017},[],{"categories":1019},[105],{"categories":1021},[105],{"categories":1023},[120],{"categories":1025},[64],{"categories":1027},[117],{"categories":1029},[117],{"categories":1031},[],{"categories":1033},[105],{"categories":1035},[108],{"categories":1037},[105],{"categories":1039},[105],{"categories":1041},[64],{"categories":1043},[153],{"categories":1045},[108],{"categories":1047},[],{"categories":1049},[105],{"categories":1051},[],{"categories":1053},[105],{"categories":1055},[],{"categories":1057},[153],{"categories":1059},[153],{"categories":1061},[],{"categories":1063},[448],{"categories":1065},[105],{"categories":1067},[205],{"categories":1069},[131],{"categories":1071},[],{"categories":1073},[392],{"categories":1075},[117],{"categories":1077},[64],{"categories":1079},[],{"categories":1081},[],{"categories":1083},[108],{"categories":1085},[156],{"categories":1087},[],{"categories":1089},[234],{"categories":1091},[117],{"categories":1093},[64],{"categories":1095},[117],{"categories":1097},[105],{"categories":1099},[64],{"categories":1101},[105],{"categories":1103},[131],{"categories":1105},[],{"categories":1107},[142],{"categories":1109},[120],{"categories":1111},[105],{"categories":1113},[205],{"categories":1115},[131],{"categories":1117},[64],{"categories":1119},[105],{"categories":1121},[131],{"categories":1123},[105],{"categories":1125},[117],{"categories":1127},[64],{"categories":1129},[105],{"categories":1131},[105],{"categories":1133},[105],{"categories":1135},[105],{"categories":1137},[105],{"categories":1139},[],{"categories":1141},[],{"categories":1143},[131],{"categories":1145},[156],{"categories":1147},[120],{"categories":1149},[105],{"categories":1151},[117],{"categories":1153},[131],{"categories":1155},[131],{"categories":1157},[105],{"categories":1159},[],{"categories":1161},[153],{"categories":1163},[120],{"categories":1165},[120],{"categories":1167},[131],{"categories":1169},[105],{"categories":1171},[578],{"categories":1173},[275],{"categories":1175},[],{"categories":1177},[117],{"categories":1179},[105],{"categories":1181},[],{"categories":1183},[108],{"categories":1185},[],{"categories":1187},[105],{"categories":1189},[105],{"categories":1191},[105],{"categories":1193},[205],{"categories":1195},[234],{"categories":1197},[105],{"categories":1199},[131],{"categories":1201},[105],{"categories":1203},[117],{"categories":1205},[],{"categories":1207},[131],{"categories":1209},[105],{"categories":1211},[108],{"categories":1213},[],{"categories":1215},[64],{"categories":1217},[105],{"categories":1219},[105],{"categories":1221},[153],{"categories":1223},[105,275],{"categories":1225},[105],{"categories":1227},[1228],"Design Systems for AI",{"categories":1230},[105],{"categories":1232},[105],{"categories":1234},[153],{"categories":1236},[105],{"categories":1238},[105],{"categories":1240},[105],{"categories":1242},[64],{"categories":1244},[105],{"categories":1246},[105],{"categories":1248},[105],{"categories":1250},[],{"categories":1252},[105],{"categories":1254},[105],{"categories":1256},[64],{"categories":1258},[105],{"categories":1260},[],{"categories":1262},[117],{"categories":1264},[117],{"categories":1266},[131],{"categories":1268},[153],{"categories":1270},[131],{"categories":1272},[105],{"categories":1274},[205],{"categories":1276},[153],{"categories":1278},[156],{"categories":1280},[105],{"categories":1282},[105],{"categories":1284},[117],{"categories":1286},[108],{"categories":1288},[553],{"categories":1290},[105],{"categories":1292},[117],{"categories":1294},[105],{"categories":1296},[131],{"categories":1298},[131],{"categories":1300},[],{"categories":1302},[],{"categories":1304},[105],{"categories":1306},[117],{"categories":1308},[120],{"categories":1310},[],{"categories":1312},[64],{"categories":1314},[105],{"categories":1316},[],{"categories":1318},[205],{"categories":1320},[131],{"categories":1322},[117],{"categories":1324},[131],{"categories":1326},[205],{"categories":1328},[105],{"categories":1330},[105],{"categories":1332},[205],{"categories":1334},[],{"categories":1336},[],{"categories":1338},[153],{"categories":1340},[117],{"categories":1342},[117],{"categories":1344},[105],{"categories":1346},[105],{"categories":1348},[105],{"categories":1350},[105],{"categories":1352},[64],{"categories":1354},[105],{"categories":1356},[105],{"categories":1358},[],{"categories":1360},[131],{"categories":1362},[131],{"categories":1364},[105],{"categories":1366},[131],{"categories":1368},[64],{"categories":1370},[],{"categories":1372},[105],{"categories":1374},[105],{"categories":1376},[105],{"categories":1378},[105],{"categories":1380},[105],{"categories":1382},[117],{"categories":1384},[108],{"categories":1386},[64],{"categories":1388},[105],{"categories":1390},[117],{"categories":1392},[153],{"categories":1394},[117],{"categories":1396},[142],{"categories":1398},[234],{"categories":1400},[105],{"categories":1402},[117],{"categories":1404},[105],{"categories":1406},[105],{"categories":1408},[105],{"categories":1410},[],{"categories":1412},[205],{"categories":1414},[],{"categories":1416},[105],{"categories":1418},[105],{"categories":1420},[],{"categories":1422},[105],{"categories":1424},[131],{"categories":1426},[64],{"categories":1428},[1429],"Visual & Generative Media",{"categories":1431},[117],{"categories":1433},[],{"categories":1435},[105],{"categories":1437},[105],{"categories":1439},[131],{"categories":1441},[275],{"categories":1443},[105],{"categories":1445},[156],{"categories":1447},[553],{"categories":1449},[131],{"categories":1451},[234],{"categories":1453},[105],{"categories":1455},[205],{"categories":1457},[105],{"categories":1459},[105],{"categories":1461},[131],{"categories":1463},[117],{"categories":1465},[105],{"categories":1467},[],{"categories":1469},[],{"categories":1471},[117],{"categories":1473},[131],{"categories":1475},[108],{"categories":1477},[117],{"categories":1479},[507],{"categories":1481},[105],{"categories":1483},[120],{"categories":1485},[105],{"categories":1487},[64],{"categories":1489},[],{"categories":1491},[105],{"categories":1493},[120],{"categories":1495},[105],{"categories":1497},[105],{"categories":1499},[105],{"categories":1501},[120],{"categories":1503},[105],{"categories":1505},[105],{"categories":1507},[234],{"categories":1509},[105],{"categories":1511},[448],{"categories":1513},[105],{"categories":1515},[117],{"categories":1517},[105],{"categories":1519},[105],{"categories":1521},[105],{"categories":1523},[105],{"categories":1525},[205],{"categories":1527},[117],{"categories":1529},[],{"categories":1531},[117],{"categories":1533},[],{"categories":1535},[275],{"categories":1537},[131],{"categories":1539},[],{"categories":1541},[507],{"categories":1543},[105],{"categories":1545},[117],{"categories":1547},[117],{"categories":1549},[105],{"categories":1551},[205,105],{"categories":1553},[108],{"categories":1555},[105],{"categories":1557},[205],{"categories":1559},[],{"categories":1561},[105],{"categories":1563},[108],{"categories":1565},[105],{"categories":1567},[1568],"Medical Imaging & Radiology",{"categories":1570},[105],{"categories":1572},[105],{"categories":1574},[105],{"categories":1576},[205],{"categories":1578},[117],{"categories":1580},[131],{"categories":1582},[],{"categories":1584},[105],{"categories":1586},[105],{"categories":1588},[105],{"categories":1590},[],{"categories":1592},[],{"categories":1594},[105],{"categories":1596},[105],{"categories":1598},[448],{"categories":1600},[105],{"categories":1602},[108],{"categories":1604},[105],{"categories":1606},[105],{"categories":1608},[],{"categories":1610},[117],{"categories":1612},[105],{"categories":1614},[120],{"categories":1616},[131],{"categories":1618},[105],{"categories":1620},[117],{"categories":1622},[448],{"categories":1624},[105],{"categories":1626},[117],{"categories":1628},[105],{"categories":1630},[105],{"categories":1632},[105],{"categories":1634},[205],{"categories":1636},[117],{"categories":1638},[275],{"categories":1640},[205],{"categories":1642},[64],{"categories":1644},[117],{"categories":1646},[153],{"categories":1648},[105],{"categories":1650},[105],{"categories":1652},[120],{"categories":1654},[105],{"categories":1656},[105],{"categories":1658},[105],{"categories":1660},[105],{"categories":1662},[117],{"categories":1664},[105],{"categories":1666},[131],{"categories":1668},[131],{"categories":1670},[105],{"categories":1672},[120],{"categories":1674},[],{"categories":1676},[153],{"categories":1678},[],{"categories":1680},[120],{"categories":1682},[117],{"categories":1684},[105],{"categories":1686},[117],{"categories":1688},[1228],{"categories":1690},[1228],{"categories":1692},[205],{"categories":1694},[105],{"categories":1696},[105],{"categories":1698},[105],{"categories":1700},[117],{"categories":1702},[131],{"categories":1704},[205],{"categories":1706},[117],{"categories":1708},[153],{"categories":1710},[],{"categories":1712},[105],{"categories":1714},[],{"categories":1716},[105],{"categories":1718},[105],{"categories":1720},[105],{"categories":1722},[105],{"categories":1724},[117],{"categories":1726},[1727],"Contract Review & E-Discovery",{"categories":1729},[105],{"categories":1731},[205],{"categories":1733},[105],{"categories":1735},[108],{"categories":1737},[105],{"categories":1739},[153],{"categories":1741},[105],{"categories":1743},[105],{"categories":1745},[234],{"categories":1747},[131],{"categories":1749},[105],{"categories":1751},[105],{"categories":1753},[117],{"categories":1755},[117],{"categories":1757},[876],{"categories":1759},[105],{"categories":1761},[105],{"categories":1763},[117],{"categories":1765},[117],{"categories":1767},[105],{"categories":1769},[105],{"categories":1771},[105],{"categories":1773},[117],{"categories":1775},[105],{"categories":1777},[105],{"categories":1779},[448],{"categories":1781},[425],{"categories":1783},[105],{"categories":1785},[117],{"categories":1787},[105],{"categories":1789},[1790],"Law-Firm Practice & Adoption",{"categories":1792},[105],{"categories":1794},[117],{"categories":1796},[205],{"categories":1798},[105],{"categories":1800},[105],{"categories":1802},[105],{"categories":1804},[],{"categories":1806},[],{"categories":1808},[131],{"categories":1810},[105],{"categories":1812},[],{"categories":1814},[117],{"categories":1816},[108],{"categories":1818},[275],{"categories":1820},[105],{"categories":1822},[],{"categories":1824},[108],{"categories":1826},[64],{"categories":1828},[105],{"categories":1830},[234],{"categories":1832},[],{"categories":1834},[64],{"categories":1836},[117],{"categories":1838},[64],{"categories":1840},[],{"categories":1842},[105],{"categories":1844},[120],{"categories":1846},[105],{"categories":1848},[131],{"categories":1850},[],{"categories":1852},[],{"categories":1854},[],{"categories":1856},[],{"categories":1858},[105],{"categories":1860},[120],{"categories":1862},[117],{"categories":1864},[275],{"categories":1866},[105],{"categories":1868},[108],{"categories":1870},[131],{"categories":1872},[105],{"categories":1874},[105],{"categories":1876},[131],{"categories":1878},[120],{"categories":1880},[105],{"categories":1882},[105],{"categories":1884},[105],{"categories":1886},[903],{"categories":1888},[105],{"categories":1890},[131],{"categories":1892},[105],{"categories":1894},[234],{"categories":1896},[131],{"categories":1898},[64],{"categories":1900},[105],{"categories":1902},[105],{"categories":1904},[105],{"categories":1906},[205],{"categories":1908},[105],{"categories":1910},[105],{"categories":1912},[105],{"categories":1914},[105],{"categories":1916},[64],{"categories":1918},[117],{"categories":1920},[105,108],{"categories":1922},[448],{"categories":1924},[105],{"categories":1926},[105],{"categories":1928},[131],{"categories":1930},[131],{"categories":1932},[205],{"categories":1934},[117],{"categories":1936},[117],{"categories":1938},[131],{"categories":1940},[105],{"categories":1942},[105],{"categories":1944},[105],{"categories":1946},[],{"categories":1948},[],{"categories":1950},[105],{"categories":1952},[156],{"categories":1954},[105],{"categories":1956},[117],{"categories":1958},[],{"categories":1960},[105],{"categories":1962},[105],{"categories":1964},[131],{"categories":1966},[156],{"categories":1968},[153],{"categories":1970},[205],{"categories":1972},[105],{"categories":1974},[117],{"categories":1976},[105],{"categories":1978},[131],{"categories":1980},[],{"categories":1982},[117],{"categories":1984},[105],{"categories":1986},[105],{"categories":1988},[105],{"categories":1990},[105],{"categories":1992},[],{"categories":1994},[117],{"categories":1996},[105],{"categories":1998},[105],{"categories":2000},[105],{"categories":2002},[],{"categories":2004},[117],{"categories":2006},[105],{"categories":2008},[105],{"categories":2010},[64],{"categories":2012},[105],{"categories":2014},[105],{"categories":2016},[],{"categories":2018},[108],{"categories":2020},[105],{"categories":2022},[105],{"categories":2024},[105],{"categories":2026},[205],{"categories":2028},[105],{"categories":2030},[131],{"categories":2032},[105],{"categories":2034},[108],{"categories":2036},[105],{"categories":2038},[131],{"categories":2040},[234],{"categories":2042},[117],{"categories":2044},[117],{"categories":2046},[105],{"categories":2048},[105],{"categories":2050},[105,205],{"categories":2052},[105],{"categories":2054},[117],{"categories":2056},[153],{"categories":2058},[105],{"categories":2060},[153],{"categories":2062},[117],{"categories":2064},[205],{"categories":2066},[105],{"categories":2068},[],{"categories":2070},[131],{"categories":2072},[275],{"categories":2074},[205],{"categories":2076},[131],{"categories":2078},[105],{"categories":2080},[120],{"categories":2082},[105],{"categories":2084},[105],{"categories":2086},[117],{"categories":2088},[],{"categories":2090},[],{"categories":2092},[105],{"categories":2094},[],{"categories":2096},[],{"categories":2098},[120],{"categories":2100},[131],{"categories":2102},[105],{"categories":2104},[117],{"categories":2106},[117],{"categories":2108},[64],{"categories":2110},[117],{"categories":2112},[275],{"categories":2114},[105],{"categories":2116},[105],{"categories":2118},[105],{"categories":2120},[142],{"categories":2122},[105],{"categories":2124},[105],{"categories":2126},[105],{"categories":2128},[131],{"categories":2130},[117],{"categories":2132},[105],{"categories":2134},[105],{"categories":2136},[131],{"categories":2138},[392],{"categories":2140},[117],{"categories":2142},[876],{"categories":2144},[],{"categories":2146},[205],{"categories":2148},[1790],{"categories":2150},[131],{"categories":2152},[],{"categories":2154},[],{"categories":2156},[105],{"categories":2158},[117],{"categories":2160},[],{"categories":2162},[],{"categories":2164},[105],{"categories":2166},[234],{"categories":2168},[105],{"categories":2170},[234],{"categories":2172},[117],{"categories":2174},[105],{"categories":2176},[105],{"categories":2178},[131],{"categories":2180},[120],{"categories":2182},[],{"categories":2184},[105],{"categories":2186},[105],{"categories":2188},[131],{"categories":2190},[1727],{"categories":2192},[205],{"categories":2194},[205],{"categories":2196},[105],{"categories":2198},[117],{"categories":2200},[108],{"categories":2202},[105],{"categories":2204},[105],{"categories":2206},[105],{"categories":2208},[105],{"categories":2210},[205],{"categories":2212},[205],{"categories":2214},[117],{"categories":2216},[117],{"categories":2218},[117],{"categories":2220},[105],{"categories":2222},[105],{"categories":2224},[],{"categories":2226},[105],{"categories":2228},[],{"categories":2230},[2231],"Interaction & Product Design",{"categories":2233},[105],{"categories":2235},[117],{"categories":2237},[131],{"categories":2239},[304],{"categories":2241},[153],{"categories":2243},[131],{"categories":2245},[105],{"categories":2247},[105],{"categories":2249},[105],{"categories":2251},[131],{"categories":2253},[105],{"categories":2255},[108],{"categories":2257},[117],{"categories":2259},[105],{"categories":2261},[],{"categories":2263},[117],{"categories":2265},[117],{"categories":2267},[117],{"categories":2269},[],{"categories":2271},[131],{"categories":2273},[105],{"categories":2275},[117],{"categories":2277},[108],{"categories":2279},[2231],{"categories":2281},[105],{"categories":2283},[108],{"categories":2285},[108],{"categories":2287},[],{"categories":2289},[117],{"categories":2291},[131],{"categories":2293},[],{"categories":2295},[117],{"categories":2297},[153],{"categories":2299},[105],{"categories":2301},[117],{"categories":2303},[105],{"categories":2305},[117],{"categories":2307},[117],{"categories":2309},[105],{"categories":2311},[105],{"categories":2313},[153],{"categories":2315},[156],{"categories":2317},[105],{"categories":2319},[120],{"categories":2321},[131],{"categories":2323},[2324],"Coding Agents & Dev Productivity",{"categories":2326},[153],{"categories":2328},[205],{"categories":2330},[105],{"categories":2332},[105],{"categories":2334},[],{"categories":2336},[105],{"categories":2338},[876],{"categories":2340},[],{"categories":2342},[105],{"categories":2344},[105],{"categories":2346},[275],{"categories":2348},[105],{"categories":2350},[153],{"categories":2352},[],{"categories":2354},[],{"categories":2356},[105],{"categories":2358},[],{"categories":2360},[117],{"categories":2362},[105],{"categories":2364},[],{"categories":2366},[131],{"categories":2368},[131],{"categories":2370},[105],{"categories":2372},[156],{"categories":2374},[],{"categories":2376},[105],{"categories":2378},[105],{"categories":2380},[105],{"categories":2382},[156],{"categories":2384},[131],{"categories":2386},[117],{"categories":2388},[],{"categories":2390},[],{"categories":2392},[105],{"categories":2394},[105],{"categories":2396},[117],{"categories":2398},[117],{"categories":2400},[369],{"categories":2402},[131],{"categories":2404},[131],{"categories":2406},[117],{"categories":2408},[153],{"categories":2410},[153],{"categories":2412},[117],{"categories":2414},[117],{"categories":2416},[105],{"categories":2418},[108],{"categories":2420},[2231],{"categories":2422},[120],{"categories":2424},[105,275],{"categories":2426},[156],{"categories":2428},[],{"categories":2430},[205],{"categories":2432},[117],{"categories":2434},[131],{"categories":2436},[108],{"categories":2438},[105],{"categories":2440},[117],{"categories":2442},[2443],"The Designer's Role & Craft",{"categories":2445},[205],{"categories":2447},[],{"categories":2449},[117],{"categories":2451},[105],{"categories":2453},[117],{"categories":2455},[117],{"categories":2457},[105],{"categories":2459},[234],{"categories":2461},[105],{"categories":2463},[131],{"categories":2465},[105],{"categories":2467},[205],{"categories":2469},[105],{"categories":2471},[],{"categories":2473},[117],{"categories":2475},[205],{"categories":2477},[120],{"categories":2479},[105],{"categories":2481},[105],{"categories":2483},[105],{"categories":2485},[2486],"AI UX Patterns",{"categories":2488},[117],{"categories":2490},[117],{"categories":2492},[117],{"categories":2494},[117],{"categories":2496},[234],{"categories":2498},[156],{"categories":2500},[105],{"categories":2502},[117],{"categories":2504},[105],{"categories":2506},[1228],{"categories":2508},[],{"categories":2510},[234],{"categories":2512},[117],{"categories":2514},[153],{"categories":2516},[131],{"categories":2518},[105],{"categories":2520},[117],{"categories":2522},[],{"categories":2524},[],{"categories":2526},[105],{"categories":2528},[105],{"categories":2530},[117],{"categories":2532},[105],{"categories":2534},[117],{"categories":2536},[369],{"categories":2538},[205],{"categories":2540},[105],{"categories":2542},[153],{"categories":2544},[131],{"categories":2546},[105],{"categories":2548},[117],{"categories":2550},[117],{"categories":2552},[],{"categories":2554},[105],{"categories":2556},[],{"categories":2558},[105],{"categories":2560},[],{"categories":2562},[105],{"categories":2564},[105],{"categories":2566},[105],{"categories":2568},[117],{"categories":2570},[131],{"categories":2572},[],{"categories":2574},[],{"categories":2576},[156],{"categories":2578},[142],{"categories":2580},[105],{"categories":2582},[105],{"categories":2584},[105],{"categories":2586},[156],{"categories":2588},[105],{"categories":2590},[105],{"categories":2592},[153],{"categories":2594},[105],{"categories":2596},[105],{"categories":2598},[105],{"categories":2600},[117],{"categories":2602},[105],{"categories":2604},[117],{"categories":2606},[105],{"categories":2608},[105],{"categories":2610},[105],{"categories":2612},[117],{"categories":2614},[],{"categories":2616},[105],{"categories":2618},[],{"categories":2620},[105],{"categories":2622},[105],{"categories":2624},[275],{"categories":2626},[105],{"categories":2628},[],{"categories":2630},[],{"categories":2632},[205],{"categories":2634},[903],{"categories":2636},[117],{"categories":2638},[108],{"categories":2640},[2443],{"categories":2642},[],{"categories":2644},[],{"categories":2646},[105],{"categories":2648},[],{"categories":2650},[],{"categories":2652},[131],{"categories":2654},[153],{"categories":2656},[234],{"categories":2658},[117],{"categories":2660},[64],{"categories":2662},[105],{"categories":2664},[105],{"categories":2666},[64],{"categories":2668},[],{"categories":2670},[205],{"categories":2672},[120],{"categories":2674},[105],{"categories":2676},[105],{"categories":2678},[117],{"categories":2680},[64],{"categories":2682},[105],{"categories":2684},[105],{"categories":2686},[108],{"categories":2688},[105],{"categories":2690},[105],{"categories":2692},[],{"categories":2694},[108],{"categories":2696},[105],{"categories":2698},[234],{"categories":2700},[117],{"categories":2702},[153],{"categories":2704},[105],{"categories":2706},[131],{"categories":2708},[105],{"categories":2710},[105],{"categories":2712},[64],{"categories":2714},[105],{"categories":2716},[105],{"categories":2718},[105],{"categories":2720},[117],{"categories":2722},[105],{"categories":2724},[],{"categories":2726},[105],{"categories":2728},[131],{"categories":2730},[108],{"categories":2732},[105],{"categories":2734},[105],{"categories":2736},[105],{"categories":2738},[],{"categories":2740},[105],{"categories":2742},[448],{"categories":2744},[117],{"categories":2746},[64],{"categories":2748},[153],{"categories":2750},[105],{"categories":2752},[105],{"categories":2754},[],{"categories":2756},[64],{"categories":2758},[64],{"categories":2760},[105],{"categories":2762},[105],{"categories":2764},[120],{"categories":2766},[105],{"categories":2768},[105],{"categories":2770},[105],{"categories":2772},[105],{"categories":2774},[131],{"categories":2776},[131],{"categories":2778},[105],{"categories":2780},[],{"categories":2782},[131],{"categories":2784},[105],{"categories":2786},[131],{"categories":2788},[117],{"categories":2790},[553],{"categories":2792},[],{"categories":2794},[],{"categories":2796},[105],{"categories":2798},[153],{"categories":2800},[],{"categories":2802},[275],{"categories":2804},[105],{"categories":2806},[105],{"categories":2808},[105],{"categories":2810},[205],{"categories":2812},[865],{"categories":2814},[],{"categories":2816},[105],{"categories":2818},[105],{"categories":2820},[105],{"categories":2822},[131],{"categories":2824},[105],{"categories":2826},[105],{"categories":2828},[105,275],{"categories":2830},[105],{"categories":2832},[105],{"categories":2834},[205],{"categories":2836},[117],{"categories":2838},[],{"categories":2840},[117],{"categories":2842},[117],{"categories":2844},[105],{"categories":2846},[105],{"categories":2848},[105],{"categories":2850},[105],{"categories":2852},[156],{"categories":2854},[105],{"categories":2856},[2486],{"categories":2858},[108],{"categories":2860},[156],{"categories":2862},[108],{"categories":2864},[131],{"categories":2866},[205],{"categories":2868},[117],{"categories":2870},[105],{"categories":2872},[],{"categories":2874},[64],{"categories":2876},[105],{"categories":2878},[105],{"categories":2880},[153],{"categories":2882},[105],{"categories":2884},[105],{"categories":2886},[105],{"categories":2888},[117],{"categories":2890},[105],{"categories":2892},[105],{"categories":2894},[105],{"categories":2896},[64],{"categories":2898},[],{"categories":2900},[275],{"categories":2902},[105],{"categories":2904},[369],{"categories":2906},[205],{"categories":2908},[205],{"categories":2910},[131],{"categories":2912},[117],{"categories":2914},[105],{"categories":2916},[64],{"categories":2918},[153],{"categories":2920},[105],{"categories":2922},[105],{"categories":2924},[105],{"categories":2926},[205],{"categories":2928},[117],{"categories":2930},[117],{"categories":2932},[105],{"categories":2934},[105],{"categories":2936},[507],{"categories":2938},[117],{"categories":2940},[],{"categories":2942},[105],{"categories":2944},[105],{"categories":2946},[105],{"categories":2948},[],{"categories":2950},[],{"categories":2952},[105],{"categories":2954},[105],{"categories":2956},[117],{"categories":2958},[105],{"categories":2960},[105],{"categories":2962},[105],{"categories":2964},[131],{"categories":2966},[105],{"categories":2968},[105],{"categories":2970},[117],{"categories":2972},[105],{"categories":2974},[105],{"categories":2976},[105],{"categories":2978},[105],{"categories":2980},[105],{"categories":2982},[],{"categories":2984},[131],{"categories":2986},[156],{"categories":2988},[105],{"categories":2990},[117],{"categories":2992},[117],{"categories":2994},[105],{"categories":2996},[105],{"categories":2998},[],{"categories":3000},[],{"categories":3002},[105],{"categories":3004},[105],{"categories":3006},[105],{"categories":3008},[153],{"categories":3010},[156],{"categories":3012},[],{"categories":3014},[105],{"categories":3016},[205],{"categories":3018},[105],{"categories":3020},[275],{"categories":3022},[1790],{"categories":3024},[153],{"categories":3026},[131],{"categories":3028},[105],{"categories":3030},[131],{"categories":3032},[131],{"categories":3034},[105],{"categories":3036},[105],{"categories":3038},[131],{"categories":3040},[153],{"categories":3042},[153],{"categories":3044},[275],{"categories":3046},[117],{"categories":3048},[],{"categories":3050},[153],{"categories":3052},[105],{"categories":3054},[117],{"categories":3056},[108],{"categories":3058},[131],{"categories":3060},[105],{"categories":3062},[153],{"categories":3064},[],{"categories":3066},[105],{"categories":3068},[131],{"categories":3070},[131],{"categories":3072},[156],{"categories":3074},[105],{"categories":3076},[153],{"categories":3078},[105],{"categories":3080},[131],{"categories":3082},[117],{"categories":3084},[117],{"categories":3086},[153],{"categories":3088},[117],{"categories":3090},[275],{"categories":3092},[117],{"categories":3094},[105],{"categories":3096},[105],{"categories":3098},[105],{"categories":3100},[105],{"categories":3102},[131],{"categories":3104},[105],{"categories":3106},[],{"categories":3108},[117],{"categories":3110},[64],{"categories":3112},[131],{"categories":3114},[],{"categories":3116},[],{"categories":3118},[105],{"categories":3120},[117],{"categories":3122},[105],{"categories":3124},[105],{"categories":3126},[3127],"Frameworks & Tooling",{"categories":3129},[105],{"categories":3131},[105],{"categories":3133},[131],{"categories":3135},[105],{"categories":3137},[105],{"categories":3139},[],{"categories":3141},[156],{"categories":3143},[156],{"categories":3145},[108],{"categories":3147},[105],{"categories":3149},[117],{"categories":3151},[105],{"categories":3153},[205],{"categories":3155},[],{"categories":3157},[1790],{"categories":3159},[105],{"categories":3161},[131],{"categories":3163},[105],{"categories":3165},[275],{"categories":3167},[275],{"categories":3169},[],{"categories":3171},[117],{"categories":3173},[117],{"categories":3175},[105],{"categories":3177},[105],{"categories":3179},[153],{"categories":3181},[117],{"categories":3183},[153],{"categories":3185},[105],{"categories":3187},[117],{"categories":3189},[],{"categories":3191},[205],{"categories":3193},[105],{"categories":3195},[105],{"categories":3197},[],{"categories":3199},[105],{"categories":3201},[117],{"categories":3203},[105],{"categories":3205},[105],{"categories":3207},[105],{"categories":3209},[],{"categories":3211},[131],{"categories":3213},[105],{"categories":3215},[131],{"categories":3217},[275],{"categories":3219},[105],{"categories":3221},[105],{"categories":3223},[105],{"categories":3225},[131],{"categories":3227},[64],{"categories":3229},[105],{"categories":3231},[1790],{"categories":3233},[],{"categories":3235},[117],{"categories":3237},[108],{"categories":3239},[105],{"categories":3241},[108],{"categories":3243},[105],{"categories":3245},[],{"categories":3247},[117],{"categories":3249},[105],{"categories":3251},[105],{"categories":3253},[3254],"AI Design Tooling",{"categories":3256},[205],{"categories":3258},[105],{"categories":3260},[105],{"categories":3262},[131],{"categories":3264},[205],{"categories":3266},[105],{"categories":3268},[105],{"categories":3270},[131],{"categories":3272},[153],{"categories":3274},[120],{"categories":3276},[131],{"categories":3278},[105],{"categories":3280},[105],{"categories":3282},[105],{"categories":3284},[117],{"categories":3286},[105],{"categories":3288},[],{"categories":3290},[117],{"categories":3292},[105],{"categories":3294},[105],{"categories":3296},[117],{"categories":3298},[105],{"categories":3300},[105],{"categories":3302},[105],{"categories":3304},[117],{"categories":3306},[],{"categories":3308},[117],{"categories":3310},[3127],{"categories":3312},[105],{"categories":3314},[105],{"categories":3316},[117],{"categories":3318},[117],{"categories":3320},[131],{"categories":3322},[131],{"categories":3324},[105],{"categories":3326},[],{"categories":3328},[131],{"categories":3330},[105],{"categories":3332},[105],{"categories":3334},[117],{"categories":3336},[64],{"categories":3338},[105],{"categories":3340},[],{"categories":3342},[105],{"categories":3344},[105],{"categories":3346},[2231],{"categories":3348},[],{"categories":3350},[105],{"categories":3352},[105],{"categories":3354},[105],{"categories":3356},[105],{"categories":3358},[205],{"categories":3360},[105],{"categories":3362},[],{"categories":3364},[105],{"categories":3366},[105],{"categories":3368},[105],{"categories":3370},[105],{"categories":3372},[234],{"categories":3374},[153],{"categories":3376},[105],{"categories":3378},[105],{"categories":3380},[1790],{"categories":3382},[108],{"categories":3384},[105],{"categories":3386},[105],{"categories":3388},[156],{"categories":3390},[105],{"categories":3392},[105],{"categories":3394},[153],{"categories":3396},[117],{"categories":3398},[],{"categories":3400},[105],{"categories":3402},[105],{"categories":3404},[205],{"categories":3406},[105],{"categories":3408},[234],{"categories":3410},[117],{"categories":3412},[105],{"categories":3414},[117],{"categories":3416},[],{"categories":3418},[],{"categories":3420},[],{"categories":3422},[108],{"categories":3424},[153],{"categories":3426},[117],{"categories":3428},[105],{"categories":3430},[105],{"categories":3432},[105],{"categories":3434},[105],{"categories":3436},[392],{"categories":3438},[205],{"categories":3440},[117],{"categories":3442},[105],{"categories":3444},[],{"categories":3446},[117],{"categories":3448},[117],{"categories":3450},[],{"categories":3452},[105],{"categories":3454},[117],{"categories":3456},[105],{"categories":3458},[],{"categories":3460},[105],{"categories":3462},[105],{"categories":3464},[105],{"categories":3466},[153],{"categories":3468},[205],{"categories":3470},[117],{"categories":3472},[205],{"categories":3474},[117],{"categories":3476},[105],{"categories":3478},[64],{"categories":3480},[],{"categories":3482},[],{"categories":3484},[105],{"categories":3486},[105],{"categories":3488},[105],{"categories":3490},[108],{"categories":3492},[117],{"categories":3494},[153],{"categories":3496},[],{"categories":3498},[205],{"categories":3500},[],{"categories":3502},[131],{"categories":3504},[105],{"categories":3506},[131],{"categories":3508},[205],{"categories":3510},[131],{"categories":3512},[105],{"categories":3514},[],{"categories":3516},[105],{"categories":3518},[105],{"categories":3520},[],{"categories":3522},[105],{"categories":3524},[105],{"categories":3526},[234],{"categories":3528},[105],{"categories":3530},[105],{"categories":3532},[275],{"categories":3534},[131],{"categories":3536},[105],{"categories":3538},[],{"categories":3540},[117],{"categories":3542},[105],{"categories":3544},[108],{"categories":3546},[507],{"categories":3548},[105],{"categories":3550},[105],{"categories":3552},[117],{"categories":3554},[105],{"categories":3556},[117],{"categories":3558},[105],{"categories":3560},[105],{"categories":3562},[105],{"categories":3564},[105],{"categories":3566},[],{"categories":3568},[105],{"categories":3570},[108],{"categories":3572},[105],{"categories":3574},[64],{"categories":3576},[131],{"categories":3578},[205],{"categories":3580},[],{"categories":3582},[105],{"categories":3584},[],{"categories":3586},[117],{"categories":3588},[105],{"categories":3590},[],{"categories":3592},[117],{"categories":3594},[105],{"categories":3596},[131],{"categories":3598},[205],{"categories":3600},[153],{"categories":3602},[105],{"categories":3604},[153],{"categories":3606},[117],{"categories":3608},[205],{"categories":3610},[105],{"categories":3612},[],{"categories":3614},[105],{"categories":3616},[142],{"categories":3618},[117],{"categories":3620},[105],{"categories":3622},[205],{"categories":3624},[153],{"categories":3626},[64],{"categories":3628},[131],{"categories":3630},[105],{"categories":3632},[105],{"categories":3634},[105],{"categories":3636},[105],{"categories":3638},[153],{"categories":3640},[234],{"categories":3642},[],{"categories":3644},[],{"categories":3646},[156],{"categories":3648},[448],{"categories":3650},[105],{"categories":3652},[117],{"categories":3654},[105,131],{"categories":3656},[153],{"categories":3658},[105],{"categories":3660},[105],{"categories":3662},[105],{"categories":3664},[105],{"categories":3666},[105],{"categories":3668},[105],{"categories":3670},[105],{"categories":3672},[117],{"categories":3674},[105],{"categories":3676},[117],{"categories":3678},[105],{"categories":3680},[105],{"categories":3682},[105],{"categories":3684},[],{"categories":3686},[105],{"categories":3688},[1228],{"categories":3690},[131],{"categories":3692},[205],{"categories":3694},[105],{"categories":3696},[105],{"categories":3698},[105],{"categories":3700},[156],{"categories":3702},[117],{"categories":3704},[234],{"categories":3706},[275],{"categories":3708},[],{"categories":3710},[131],{"categories":3712},[105],{"categories":3714},[64],{"categories":3716},[117],{"categories":3718},[108],{"categories":3720},[117],{"categories":3722},[105],{"categories":3724},[117],{"categories":3726},[117],{"categories":3728},[120],{"categories":3730},[131],{"categories":3732},[105],{"categories":3734},[105],{"categories":3736},[],{"categories":3738},[],{"categories":3740},[],{"categories":3742},[275],{"categories":3744},[105],{"categories":3746},[153],{"categories":3748},[105],{"categories":3750},[105],{"categories":3752},[105],{"categories":3754},[105],{"categories":3756},[],{"categories":3758},[105],{"categories":3760},[156],{"categories":3762},[64],{"categories":3764},[117],{"categories":3766},[105],{"categories":3768},[],{"categories":3770},[105],{"categories":3772},[117],{"categories":3774},[105],{"categories":3776},[275],{"categories":3778},[],{"categories":3780},[205],{"categories":3782},[205],{"categories":3784},[105],{"categories":3786},[117],{"categories":3788},[],{"categories":3790},[131],{"categories":3792},[105],{"categories":3794},[205],{"categories":3796},[105],{"categories":3798},[64],{"categories":3800},[117],{"categories":3802},[105],{"categories":3804},[],{"categories":3806},[153],{"categories":3808},[105],{"categories":3810},[105],{"categories":3812},[105],{"categories":3814},[205],{"categories":3816},[117],{"categories":3818},[153],{"categories":3820},[],{"categories":3822},[117],{"categories":3824},[64],{"categories":3826},[117],{"categories":3828},[205],{"categories":3830},[105],{"categories":3832},[105],{"categories":3834},[105],{"categories":3836},[448],{"categories":3838},[105],{"categories":3840},[117],{"categories":3842},[],{"categories":3844},[105],{"categories":3846},[105],{"categories":3848},[275],{"categories":3850},[153],{"categories":3852},[156],{"categories":3854},[553],{"categories":3856},[156],{"categories":3858},[156],{"categories":3860},[105],{"categories":3862},[],{"categories":3864},[],{"categories":3866},[],{"categories":3868},[117],{"categories":3870},[105],{"categories":3872},[117],{"categories":3874},[117],{"categories":3876},[131],{"categories":3878},[105],{"categories":3880},[425],{"categories":3882},[131],{"categories":3884},[117],{"categories":3886},[105],{"categories":3888},[105],{"categories":3890},[105],{"categories":3892},[105],{"categories":3894},[105],{"categories":3896},[117],{"categories":3898},[105],{"categories":3900},[],{"categories":3902},[],{"categories":3904},[105],{"categories":3906},[],{"categories":3908},[105],{"categories":3910},[117],{"categories":3912},[205],{"categories":3914},[105],{"categories":3916},[105],{"categories":3918},[],{"categories":3920},[117],{"categories":3922},[105],{"categories":3924},[105],{"categories":3926},[120],{"categories":3928},[105],{"categories":3930},[205],{"categories":3932},[105],{"categories":3934},[117],{"categories":3936},[64],{"categories":3938},[105],{"categories":3940},[105],{"categories":3942},[234],{"categories":3944},[117],{"categories":3946},[105],{"categories":3948},[105],{"categories":3950},[865],{"categories":3952},[105],{"categories":3954},[117],{"categories":3956},[105],{"categories":3958},[131],{"categories":3960},[105],{"categories":3962},[507],{"categories":3964},[205],{"categories":3966},[],{"categories":3968},[105],{"categories":3970},[105],{"categories":3972},[153],{"categories":3974},[448],{"categories":3976},[117],{"categories":3978},[105],{"categories":3980},[],{"categories":3982},[153],{"categories":3984},[369],{"categories":3986},[117],{"categories":3988},[117],{"categories":3990},[117],{"categories":3992},[105],{"categories":3994},[105],{"categories":3996},[117],{"categories":3998},[],{"categories":4000},[64],{"categories":4002},[105],{"categories":4004},[64],{"categories":4006},[117],{"categories":4008},[],{"categories":4010},[131],{"categories":4012},[105],{"categories":4014},[105],{"categories":4016},[108],{"categories":4018},[105],{"categories":4020},[153],{"categories":4022},[275],{"categories":4024},[142],{"categories":4026},[117],{"categories":4028},[117],{"categories":4030},[105],{"categories":4032},[105],{"categories":4034},[117],{"categories":4036},[105],{"categories":4038},[108],{"categories":4040},[],{"categories":4042},[117],{"categories":4044},[105],{"categories":4046},[105],{"categories":4048},[105],{"categories":4050},[117],{"categories":4052},[105],{"categories":4054},[],{"categories":4056},[105],{"categories":4058},[],{"categories":4060},[205],{"categories":4062},[117],{"categories":4064},[105,64],{"categories":4066},[117],{"categories":4068},[105],{"categories":4070},[],{"categories":4072},[108],{"categories":4074},[156],{"categories":4076},[64],{"categories":4078},[105],{"categories":4080},[131],{"categories":4082},[105],{"categories":4084},[105],{"categories":4086},[117],{"categories":4088},[105],{"categories":4090},[105],{"categories":4092},[105],{"categories":4094},[153],{"categories":4096},[1228],{"categories":4098},[117],{"categories":4100},[105],{"categories":4102},[],{"categories":4104},[],{"categories":4106},[105],{"categories":4108},[117],{"categories":4110},[105],{"categories":4112},[105],{"categories":4114},[275],{"categories":4116},[],{"categories":4118},[105],{"categories":4120},[117],{"categories":4122},[142],{"categories":4124},[117],{"categories":4126},[448],{"categories":4128},[],{"categories":4130},[392],{"categories":4132},[117],{"categories":4134},[105],{"categories":4136},[105],{"categories":4138},[234],{"categories":4140},[117],{"categories":4142},[105],{"categories":4144},[156],{"categories":4146},[120],{"categories":4148},[117],{"categories":4150},[105],{"categories":4152},[448],{"categories":4154},[105],{"categories":4156},[275],{"categories":4158},[64],{"categories":4160},[],{"categories":4162},[105],{"categories":4164},[105],{"categories":4166},[234],{"categories":4168},[205],{"categories":4170},[105],{"categories":4172},[105],{"categories":4174},[105],{"categories":4176},[],{"categories":4178},[234],{"categories":4180},[153],{"categories":4182},[105],{"categories":4184},[105],{"categories":4186},[105],{"categories":4188},[553],{"categories":4190},[108],{"categories":4192},[105],{"categories":4194},[120],{"categories":4196},[105],{"categories":4198},[],{"categories":4200},[],{"categories":4202},[205],{"categories":4204},[105],{"categories":4206},[156],{"categories":4208},[234],{"categories":4210},[117],{"categories":4212},[105],{"categories":4214},[105],{"categories":4216},[234],{"categories":4218},[153],{"categories":4220},[105],{"categories":4222},[],{"categories":4224},[105],{"categories":4226},[105],{"categories":4228},[],{"categories":4230},[105],{"categories":4232},[105],{"categories":4234},[578],{"categories":4236},[105],{"categories":4238},[105],{"categories":4240},[117],{"categories":4242},[131],{"categories":4244},[448],{"categories":4246},[105],{"categories":4248},[105],{"categories":4250},[105],{"categories":4252},[],{"categories":4254},[105,131],{"categories":4256},[153],{"categories":4258},[117],{"categories":4260},[131],{"categories":4262},[117],{"categories":4264},[903],{"categories":4266},[131],{"categories":4268},[131],{"categories":4270},[117],{"categories":4272},[105],{"categories":4274},[108],{"categories":4276},[],{"categories":4278},[],{"categories":4280},[117],{"categories":4282},[105],{"categories":4284},[131],{"categories":4286},[105],{"categories":4288},[108],{"categories":4290},[131],{"categories":4292},[131],{"categories":4294},[105],{"categories":4296},[234],{"categories":4298},[105],{"categories":4300},[131],{"categories":4302},[105],{"categories":4304},[],{"categories":4306},[105],{"categories":4308},[105],{"categories":4310},[205,105],{"categories":4312},[275],{"categories":4314},[108],{"categories":4316},[105],{"categories":4318},[],{"categories":4320},[105],{"categories":4322},[105],{"categories":4324},[64],{"categories":4326},[105],{"categories":4328},[64],{"categories":4330},[105],{"categories":4332},[105],{"categories":4334},[369],{"categories":4336},[105],{"categories":4338},[64],{"categories":4340},[131],{"categories":4342},[156],{"categories":4344},[117],{"categories":4346},[105],{"categories":4348},[131],{"categories":4350},[105],{"categories":4352},[105],{"categories":4354},[153],{"categories":4356},[234],{"categories":4358},[205],{"categories":4360},[105],{"categories":4362},[105],{"categories":4364},[105],{"categories":4366},[105],{"categories":4368},[108],{"categories":4370},[105],{"categories":4372},[117],{"categories":4374},[117],{"categories":4376},[131],{"categories":4378},[153],{"categories":4380},[131],{"categories":4382},[131],{"categories":4384},[105],{"categories":4386},[105],{"categories":4388},[],{"categories":4390},[],{"categories":4392},[156],{"categories":4394},[105],{"categories":4396},[131],{"categories":4398},[105],{"categories":4400},[205],{"categories":4402},[448],{"categories":4404},[392],{"categories":4406},[369],{"categories":4408},[105],{"categories":4410},[105],{"categories":4412},[105],{"categories":4414},[156],{"categories":4416},[105],{"categories":4418},[105],{"categories":4420},[105],{"categories":4422},[105],{"categories":4424},[105],{"categories":4426},[105],{"categories":4428},[105],{"categories":4430},[117],{"categories":4432},[108],{"categories":4434},[117],{"categories":4436},[105,64],{"categories":4438},[],{"categories":4440},[205],{"categories":4442},[],{"categories":4444},[120],{"categories":4446},[105],{"categories":4448},[153],{"categories":4450},[108],{"categories":4452},[105],{"categories":4454},[108],{"categories":4456},[117],{"categories":4458},[156],{"categories":4460},[117],{"categories":4462},[120],{"categories":4464},[117],{"categories":4466},[105],{"categories":4468},[105],{"categories":4470},[64],{"categories":4472},[117],{"categories":4474},[131],{"categories":4476},[234],{"categories":4478},[105],{"categories":4480},[105],{"categories":4482},[],{"categories":4484},[153],{"categories":4486},[105],{"categories":4488},[105],{"categories":4490},[105],{"categories":4492},[105],{"categories":4494},[105],{"categories":4496},[105],{"categories":4498},[131],{"categories":4500},[153],{"categories":4502},[131],{"categories":4504},[131],{"categories":4506},[105],{"categories":4508},[105],{"categories":4510},[105],{"categories":4512},[105],{"categories":4514},[392],{"categories":4516},[105],{"categories":4518},[117],{"categories":4520},[153],{"categories":4522},[105],{"categories":4524},[105],{"categories":4526},[105],{"categories":4528},[117],{"categories":4530},[105],{"categories":4532},[105],{"categories":4534},[105],{"categories":4536},[3127],{"categories":4538},[4539],"Clinical AI",{"categories":4541},[205],{"categories":4543},[105],{"categories":4545},[105],{"categories":4547},[105],{"categories":4549},[105],{"categories":4551},[275],{"categories":4553},[2486],{"categories":4555},[105],{"categories":4557},[120],{"categories":4559},[205],{"categories":4561},[105],{"categories":4563},[117],{"categories":4565},[105],{"categories":4567},[105],{"categories":4569},[153],{"categories":4571},[105],{"categories":4573},[117],{"categories":4575},[131],{"categories":4577},[234],{"categories":4579},[105],{"categories":4581},[105],{"categories":4583},[64],{"categories":4585},[105],{"categories":4587},[105],{"categories":4589},[507],{"categories":4591},[105],{"categories":4593},[],{"categories":4595},[117],{"categories":4597},[105],{"categories":4599},[131],{"categories":4601},[108],{"categories":4603},[105],{"categories":4605},[],{"categories":4607},[],{"categories":4609},[105],{"categories":4611},[],{"categories":4613},[64],{"categories":4615},[105],{"categories":4617},[105],{"categories":4619},[117],{"categories":4621},[105],{"categories":4623},[153],{"categories":4625},[153],{"categories":4627},[153],{"categories":4629},[153],{"categories":4631},[],{"categories":4633},[108],{"categories":4635},[117],{"categories":4637},[153],{"categories":4639},[105],{"categories":4641},[578],{"categories":4643},[120],{"categories":4645},[117],{"categories":4647},[105],{"categories":4649},[108],{"categories":4651},[105],{"categories":4653},[117],{"categories":4655},[105],{"categories":4657},[105],{"categories":4659},[105],{"categories":4661},[105,117],{"categories":4663},[117],{"categories":4665},[275],{"categories":4667},[153],{"categories":4669},[117],{"categories":4671},[153],{"categories":4673},[117],{"categories":4675},[105],{"categories":4677},[],{"categories":4679},[153],{"categories":4681},[234],{"categories":4683},[108],{"categories":4685},[105],{"categories":4687},[105],{"categories":4689},[],{"categories":4691},[131],{"categories":4693},[],{"categories":4695},[108],{"categories":4697},[117],{"categories":4699},[153],{"categories":4701},[105],{"categories":4703},[153],{"categories":4705},[108],{"categories":4707},[153],{"categories":4709},[153],{"categories":4711},[],{"categories":4713},[64],{"categories":4715},[117],{"categories":4717},[153],{"categories":4719},[153],{"categories":4721},[153],{"categories":4723},[153],{"categories":4725},[153],{"categories":4727},[153],{"categories":4729},[153],{"categories":4731},[153],{"categories":4733},[153],{"categories":4735},[153],{"categories":4737},[156],{"categories":4739},[108],{"categories":4741},[105],{"categories":4743},[105],{"categories":4745},[117],{"categories":4747},[117],{"categories":4749},[],{"categories":4751},[105],{"categories":4753},[105,108],{"categories":4755},[],{"categories":4757},[117],{"categories":4759},[105],{"categories":4761},[153],{"categories":4763},[117],{"categories":4765},[903],{"categories":4767},[105],{"categories":4769},[105],{"categories":4771},[105],{"categories":4773},[105],{"categories":4775},[105],{"categories":4777},[369],{"categories":4779},[105],{"categories":4781},[105],{"categories":4783},[117],{"categories":4785},[105],{"categories":4787},[105],{"categories":4789},[64],{"categories":4791},[120],{"categories":4793},[117],{"categories":4795},[117],{"categories":4797},[],{"categories":4799},[117],{"categories":4801},[205],{"categories":4803},[153],{"categories":4805},[105],{"categories":4807},[],{"categories":4809},[120],{"categories":4811},[],{"categories":4813},[131],{"categories":4815},[105],{"categories":4817},[117],{"categories":4819},[205],{"categories":4821},[105],{"categories":4823},[],{"categories":4825},[105],{"categories":4827},[105],{"categories":4829},[],{"categories":4831},[234],{"categories":4833},[105],{"categories":4835},[117],{"categories":4837},[],{"categories":4839},[],{"categories":4841},[153],{"categories":4843},[108],{"categories":4845},[105],{"categories":4847},[105],{"categories":4849},[64],{"categories":4851},[105],{"categories":4853},[105],{"categories":4855},[117],{"categories":4857},[105],{"categories":4859},[64],{"categories":4861},[64],{"categories":4863},[205],{"categories":4865},[],{"categories":4867},[105],{"categories":4869},[153],{"categories":4871},[],{"categories":4873},[105],{"categories":4875},[105],{"categories":4877},[205],{"categories":4879},[105],{"categories":4881},[105],{"categories":4883},[234],{"categories":4885},[105],{"categories":4887},[275],{"categories":4889},[],{"categories":4891},[117],{"categories":4893},[105],{"categories":4895},[234],{"categories":4897},[131],{"categories":4899},[],{"categories":4901},[105],{"categories":4903},[],{"categories":4905},[117],{"categories":4907},[205],{"categories":4909},[131],{"categories":4911},[],{"categories":4913},[3127],{"categories":4915},[64],{"categories":4917},[108],{"categories":4919},[105],{"categories":4921},[156],{"categories":4923},[117],{"categories":4925},[205],{"categories":4927},[105],{"categories":4929},[131],{"categories":4931},[],{"categories":4933},[],{"categories":4935},[105],{"categories":4937},[108],{"categories":4939},[105],{"categories":4941},[234],{"categories":4943},[],{"categories":4945},[117],{"categories":4947},[117],{"categories":4949},[105],{"categories":4951},[117],{"categories":4953},[105],{"categories":4955},[153],{"categories":4957},[131],{"categories":4959},[105],{"categories":4961},[117],{"categories":4963},[120],{"categories":4965},[105],{"categories":4967},[105],{"categories":4969},[105],{"categories":4971},[117],{"categories":4973},[105],{"categories":4975},[120],{"categories":4977},[234],{"categories":4979},[153],{"categories":4981},[],{"categories":4983},[234],{"categories":4985},[105],{"categories":4987},[],{"categories":4989},[131],{"categories":4991},[117],{"categories":4993},[],{"categories":4995},[105],{"categories":4997},[105],{"categories":4999},[105],{"categories":5001},[105],{"categories":5003},[105],{"categories":5005},[117],{"categories":5007},[64],{"categories":5009},[108],{"categories":5011},[117],{"categories":5013},[105],{"categories":5015},[205],{"categories":5017},[131],{"categories":5019},[131],{"categories":5021},[105],{"categories":5023},[156],{"categories":5025},[117],{"categories":5027},[105],{"categories":5029},[105],{"categories":5031},[117],{"categories":5033},[105],{"categories":5035},[105],{"categories":5037},[117],{"categories":5039},[64],{"categories":5041},[105],{"categories":5043},[205],{"categories":5045},[131],{"categories":5047},[117],{"categories":5049},[105],{"categories":5051},[120],{"categories":5053},[105],{"categories":5055},[117],{"categories":5057},[105],{"categories":5059},[105],{"categories":5061},[153],{"categories":5063},[105],{"categories":5065},[],{"categories":5067},[108],{"categories":5069},[105],{"categories":5071},[105],{"categories":5073},[105],{"categories":5075},[131],{"categories":5077},[131],{"categories":5079},[105],{"categories":5081},[131],{"categories":5083},[105],{"categories":5085},[117],{"categories":5087},[105],{"categories":5089},[105],{"categories":5091},[105],{"categories":5093},[105],{"categories":5095},[105],{"categories":5097},[],{"categories":5099},[105],{"categories":5101},[205],{"categories":5103},[117],{"categories":5105},[64],{"categories":5107},[153],{"categories":5109},[105],{"categories":5111},[117],{"categories":5113},[105],{"categories":5115},[117],{"categories":5117},[105],{"categories":5119},[105],{"categories":5121},[205],{"categories":5123},[117],{"categories":5125},[105],{"categories":5127},[234],{"categories":5129},[105],{"categories":5131},[156],{"categories":5133},[105],{"categories":5135},[105],{"categories":5137},[153],{"categories":5139},[105],{"categories":5141},[105],{"categories":5143},[105],{"categories":5145},[105],{"categories":5147},[117],{"categories":5149},[275],{"categories":5151},[105],{"categories":5153},[131],{"categories":5155},[117],{"categories":5157},[156],{"categories":5159},[],{"categories":5161},[117],{"categories":5163},[131],{"categories":5165},[105],{"categories":5167},[105],{"categories":5169},[2324],{"categories":5171},[205],{"categories":5173},[304],{"categories":5175},[105],{"categories":5177},[105],{"categories":5179},[105],{"categories":5181},[105],{"categories":5183},[108],{"categories":5185},[105],{"categories":5187},[105],{"categories":5189},[131],{"categories":5191},[64],{"categories":5193},[105],{"categories":5195},[131],{"categories":5197},[105],{"categories":5199},[],{"categories":5201},[117],{"categories":5203},[117],{"categories":5205},[105],{"categories":5207},[105],{"categories":5209},[105],{"categories":5211},[156],{"categories":5213},[],{"categories":5215},[153],{"categories":5217},[],{"categories":5219},[153],{"categories":5221},[105],{"categories":5223},[105],{"categories":5225},[117],{"categories":5227},[105],{"categories":5229},[117],{"categories":5231},[117],{"categories":5233},[],{"categories":5235},[105],{"categories":5237},[153],{"categories":5239},[105],{"categories":5241},[],{"categories":5243},[105],{"categories":5245},[105],{"categories":5247},[],{"categories":5249},[105],{"categories":5251},[105],{"categories":5253},[205],{"categories":5255},[131],{"categories":5257},[117],{"categories":5259},[105],{"categories":5261},[105],{"categories":5263},[105],{"categories":5265},[105],{"categories":5267},[234],{"categories":5269},[105],{"categories":5271},[105],{"categories":5273},[105],{"categories":5275},[108],{"categories":5277},[105],{"categories":5279},[105],{"categories":5281},[],{"categories":5283},[105],{"categories":5285},[105],{"categories":5287},[105],{"categories":5289},[],{"categories":5291},[108],{"categories":5293},[105],{"categories":5295},[105],{"categories":5297},[153],{"categories":5299},[131],{"categories":5301},[120],{"categories":5303},[117],{"categories":5305},[448],{"categories":5307},[105],{"categories":5309},[105],{"categories":5311},[105],{"categories":5313},[131],{"categories":5315},[153],{"categories":5317},[205],{"categories":5319},[105],{"categories":5321},[105],{"categories":5323},[105],{"categories":5325},[105],{"categories":5327},[153],{"categories":5329},[105],{"categories":5331},[205],{"categories":5333},[105],{"categories":5335},[105],{"categories":5337},[153],{"categories":5339},[205],{"categories":5341},[105],{"categories":5343},[153],{"categories":5345},[105],{"categories":5347},[117],{"categories":5349},[117],{"categories":5351},[117],{"categories":5353},[131],{"categories":5355},[153],{"categories":5357},[117],{"categories":5359},[117],{"categories":5361},[105],{"categories":5363},[131],{"categories":5365},[205],{"categories":5367},[105],{"categories":5369},[105],{"categories":5371},[117],{"categories":5373},[105],{"categories":5375},[],{"categories":5377},[117],{"categories":5379},[],{"categories":5381},[105],{"categories":5383},[105],{"categories":5385},[],{"categories":5387},[],{"categories":5389},[117],{"categories":5391},[64],{"categories":5393},[117],{"categories":5395},[5396],"Liability & Ethics",{"categories":5398},[105],{"categories":5400},[105],{"categories":5402},[105],{"categories":5404},[117],{"categories":5406},[108],{"categories":5408},[117],{"categories":5410},[64],{"categories":5412},[234],{"categories":5414},[117],{"categories":5416},[105],{"categories":5418},[105],{"categories":5420},[],{"categories":5422},[553],{"categories":5424},[117],{"categories":5426},[],{"categories":5428},[105],{"categories":5430},[108],{"categories":5432},[117],{"categories":5434},[],{"categories":5436},[117],{"categories":5438},[105],{"categories":5440},[105],{"categories":5442},[131],{"categories":5444},[105],{"categories":5446},[153],{"categories":5448},[105],{"categories":5450},[105],{"categories":5452},[120],{"categories":5454},[117],{"categories":5456},[105],{"categories":5458},[105],{"categories":5460},[105],{"categories":5462},[153],{"categories":5464},[117],{"categories":5466},[131],{"categories":5468},[205],{"categories":5470},[108],{"categories":5472},[105],{"categories":5474},[105],{"categories":5476},[105],{"categories":5478},[],{"categories":5480},[117],{"categories":5482},[117],{"categories":5484},[117],{"categories":5486},[448],{"categories":5488},[205],{"categories":5490},[117],{"categories":5492},[275],{"categories":5494},[131],{"categories":5496},[153],{"categories":5498},[105],{"categories":5500},[205],{"categories":5502},[105],{"categories":5504},[108],{"categories":5506},[],{"categories":5508},[117],{"categories":5510},[105],{"categories":5512},[105],{"categories":5514},[105],{"categories":5516},[105],{"categories":5518},[117],{"categories":5520},[105],{"categories":5522},[105],{"categories":5524},[205],{"categories":5526},[],{"categories":5528},[117],{"categories":5530},[120],{"categories":5532},[153],{"categories":5534},[117],{"categories":5536},[64],{"categories":5538},[],{"categories":5540},[105],{"categories":5542},[105],{"categories":5544},[120],{"categories":5546},[105],{"categories":5548},[117],{"categories":5550},[153],{"categories":5552},[108],{"categories":5554},[275],{"categories":5556},[105],{"categories":5558},[105],{"categories":5560},[105],{"categories":5562},[153],{"categories":5564},[64],{"categories":5566},[105],{"categories":5568},[205],{"categories":5570},[153],{"categories":5572},[275],{"categories":5574},[105],{"categories":5576},[117],{"categories":5578},[],{"categories":5580},[507],{"categories":5582},[],{"categories":5584},[105],{"categories":5586},[275],{"categories":5588},[105],{"categories":5590},[156],{"categories":5592},[105],{"categories":5594},[117],{"categories":5596},[117],{"categories":5598},[5599],"Design News & Tools",{"categories":5601},[105],{"categories":5603},[105],{"categories":5605},[153],{"categories":5607},[105],{"categories":5609},[105],{"categories":5611},[108],{"categories":5613},[117],{"categories":5615},[105],{"categories":5617},[205],{"categories":5619},[117],{"categories":5621},[117],{"categories":5623},[205],{"categories":5625},[105],{"categories":5627},[105],{"categories":5629},[448],{"categories":5631},[117],{"categories":5633},[105],{"categories":5635},[105],{"categories":5637},[448],{"categories":5639},[105],{"categories":5641},[234],{"categories":5643},[105],{"categories":5645},[117],{"categories":5647},[],{"categories":5649},[105],{"categories":5651},[105],{"categories":5653},[105],{"categories":5655},[153],{"categories":5657},[105],{"categories":5659},[108],{"categories":5661},[],{"categories":5663},[105],{"categories":5665},[105],{"categories":5667},[105],{"categories":5669},[131],{"categories":5671},[578],{"categories":5673},[131],{"categories":5675},[205],{"categories":5677},[105],{"categories":5679},[105,117],{"categories":5681},[234,64],{"categories":5683},[131],{"categories":5685},[105],{"categories":5687},[105],{"categories":5689},[105],{"categories":5691},[105],{"categories":5693},[],{"categories":5695},[117],{"categories":5697},[105],{"categories":5699},[],{"categories":5701},[105],{"categories":5703},[131],{"categories":5705},[105],{"categories":5707},[131],{"categories":5709},[],{"categories":5711},[117],{"categories":5713},[105],{"categories":5715},[64],{"categories":5717},[105],{"categories":5719},[153],{"categories":5721},[105],{"categories":5723},[],{"categories":5725},[117],{"categories":5727},[105],{"categories":5729},[],{"categories":5731},[205],{"categories":5733},[105],{"categories":5735},[105],{"categories":5737},[117],{"categories":5739},[105],{"categories":5741},[105],{"categories":5743},[108],{"categories":5745},[117],{"categories":5747},[105],{"categories":5749},[],{"categories":5751},[105],{"categories":5753},[275],{"categories":5755},[234],{"categories":5757},[64],{"categories":5759},[64],{"categories":5761},[105],{"categories":5763},[108],{"categories":5765},[108],{"categories":5767},[105],{"categories":5769},[117],{"categories":5771},[105],{"categories":5773},[105],{"categories":5775},[105],{"categories":5777},[105],{"categories":5779},[131],{"categories":5781},[105],{"categories":5783},[108],{"categories":5785},[105],{"categories":5787},[105],{"categories":5789},[117],{"categories":5791},[105],{"categories":5793},[234],{"categories":5795},[105],{"categories":5797},[153],{"categories":5799},[105],{"categories":5801},[105],{"categories":5803},[117],{"categories":5805},[120],{"categories":5807},[105],{"categories":5809},[105],{"categories":5811},[117],{"categories":5813},[],{"categories":5815},[131],{"categories":5817},[],{"categories":5819},[131],{"categories":5821},[117],{"categories":5823},[108],{"categories":5825},[105],{"categories":5827},[],{"categories":5829},[156],{"categories":5831},[275],{"categories":5833},[105],{"categories":5835},[131],{"categories":5837},[105],{"categories":5839},[],{"categories":5841},[153],{"categories":5843},[117],{"categories":5845},[131],{"categories":5847},[205],{"categories":5849},[64],{"categories":5851},[105],{"categories":5853},[105],{"categories":5855},[117],{"categories":5857},[131],{"categories":5859},[117],{"categories":5861},[153],{"categories":5863},[105],{"categories":5865},[120],{"categories":5867},[108],{"categories":5869},[120],{"categories":5871},[153],{"categories":5873},[105],{"categories":5875},[131],{"categories":5877},[105],{"categories":5879},[205],{"categories":5881},[64],{"categories":5883},[105],{"categories":5885},[105],{"categories":5887},[105],{"categories":5889},[105],{"categories":5891},[105],{"categories":5893},[105],{"categories":5895},[117],{"categories":5897},[105],{"categories":5899},[117],{"categories":5901},[105],{"categories":5903},[105],{"categories":5905},[108],{"categories":5907},[105],{"categories":5909},[117],{"categories":5911},[117],{"categories":5913},[205],{"categories":5915},[117],{"categories":5917},[117],{"categories":5919},[105],{"categories":5921},[108],{"categories":5923},[117],{"categories":5925},[205],{"categories":5927},[],{"categories":5929},[105],{"categories":5931},[156],{"categories":5933},[448],{"categories":5935},[105],{"categories":5937},[117],{"categories":5939},[105],{"categories":5941},[105],{"categories":5943},[131],{"categories":5945},[105],{"categories":5947},[],{"categories":5949},[105],{"categories":5951},[117],{"categories":5953},[105],{"categories":5955},[234],{"categories":5957},[105],{"categories":5959},[131],{"categories":5961},[105],{"categories":5963},[153],{"categories":5965},[117],{"categories":5967},[105],{"categories":5969},[234],{"categories":5971},[117],{"categories":5973},[64],{"categories":5975},[64],{"categories":5977},[105],{"categories":5979},[105],{"categories":5981},[105],{"categories":5983},[105],{"categories":5985},[105],{"categories":5987},[105],{"categories":5989},[108],{"categories":5991},[],{"categories":5993},[105],{"categories":5995},[105],{"categories":5997},[117],{"categories":5999},[117],{"categories":6001},[105],{"categories":6003},[105],{"categories":6005},[105],{"categories":6007},[105],{"categories":6009},[105],{"categories":6011},[131],{"categories":6013},[],{"categories":6015},[108],{"categories":6017},[105],{"categories":6019},[105],{"categories":6021},[117],{"categories":6023},[117],{"categories":6025},[],{"categories":6027},[131],{"categories":6029},[131],{"categories":6031},[105],{"categories":6033},[234],{"categories":6035},[64],{"categories":6037},[205],{"categories":6039},[],{"categories":6041},[105],{"categories":6043},[117],{"categories":6045},[108],{"categories":6047},[105],{"categories":6049},[105],{"categories":6051},[131],{"categories":6053},[108],{"categories":6055},[105],{"categories":6057},[105],{"categories":6059},[153],{"categories":6061},[156],{"categories":6063},[105],{"categories":6065},[153],{"categories":6067},[117],{"categories":6069},[105],{"categories":6071},[],{"categories":6073},[153],{"categories":6075},[117],{"categories":6077},[205],{"categories":6079},[156],{"categories":6081},[105],{"categories":6083},[105],{"categories":6085},[],{"categories":6087},[117],{"categories":6089},[117],{"categories":6091},[117],{"categories":6093},[3127],{"categories":6095},[153],{"categories":6097},[105],{"categories":6099},[131],{"categories":6101},[105],{"categories":6103},[105],{"categories":6105},[105],{"categories":6107},[105],{"categories":6109},[105],{"categories":6111},[64],{"categories":6113},[105],{"categories":6115},[108],{"categories":6117},[1790],{"categories":6119},[275],{"categories":6121},[108],{"categories":6123},[],{"categories":6125},[105],{"categories":6127},[],{"categories":6129},[153],{"categories":6131},[117],{"categories":6133},[205],{"categories":6135},[105],{"categories":6137},[105],{"categories":6139},[105],{"categories":6141},[153],{"categories":6143},[],{"categories":6145},[117],{"categories":6147},[105],{"categories":6149},[117],{"categories":6151},[117],{"categories":6153},[],{"categories":6155},[105],{"categories":6157},[],{"categories":6159},[153],{"categories":6161},[108],{"categories":6163},[205],{"categories":6165},[105],{"categories":6167},[117],{"categories":6169},[153],{"categories":6171},[105],{"categories":6173},[153],{"categories":6175},[],{"categories":6177},[153],{"categories":6179},[105],{"categories":6181},[108],{"categories":6183},[448],{"categories":6185},[117],{"categories":6187},[105],{"categories":6189},[],{"categories":6191},[131],{"categories":6193},[117],{"categories":6195},[120],{"categories":6197},[117],{"categories":6199},[108],{"categories":6201},[105],{"categories":6203},[105],{"categories":6205},[],{"categories":6207},[],{"categories":6209},[],{"categories":6211},[205],{"categories":6213},[105],{"categories":6215},[117],{"categories":6217},[105],{"categories":6219},[105],{"categories":6221},[],{"categories":6223},[],{"categories":6225},[],{"categories":6227},[105],{"categories":6229},[117],{"categories":6231},[205],{"categories":6233},[105],{"categories":6235},[],{"categories":6237},[117],{"categories":6239},[105],{"categories":6241},[105],{"categories":6243},[108],{"categories":6245},[],{"categories":6247},[],{"categories":6249},[105],{"categories":6251},[105],{"categories":6253},[117],{"categories":6255},[205],{"categories":6257},[105],{"categories":6259},[153],{"categories":6261},[],{"categories":6263},[105],{"categories":6265},[105],{"categories":6267},[234],{"categories":6269},[153],{"categories":6271},[234],{"categories":6273},[156],{"categories":6275},[105],{"categories":6277},[105],{"categories":6279},[],{"categories":6281},[],{"categories":6283},[117],{"categories":6285},[],{"categories":6287},[105],{"categories":6289},[448],{"categories":6291},[105],{"categories":6293},[105],{"categories":6295},[105],{"categories":6297},[105],{"categories":6299},[],{"categories":6301},[117],{"categories":6303},[105],{"categories":6305},[105],{"categories":6307},[],{"categories":6309},[117],{"categories":6311},[105],{"categories":6313},[153],{"categories":6315},[105],{"categories":6317},[234],{"categories":6319},[64],{"categories":6321},[120],{"categories":6323},[105],{"categories":6325},[105],{"categories":6327},[117],{"categories":6329},[156],{"categories":6331},[117],{"categories":6333},[117],{"categories":6335},[],{"categories":6337},[105],{"categories":6339},[117],{"categories":6341},[],{"categories":6343},[105],{"categories":6345},[],{"categories":6347},[153],{"categories":6349},[64],{"categories":6351},[],{"categories":6353},[105],{"categories":6355},[105],{"categories":6357},[105],{"categories":6359},[],{"categories":6361},[117],{"categories":6363},[205],{"categories":6365},[108],{"categories":6367},[105],{"categories":6369},[],{"categories":6371},[64],{"categories":6373},[234],{"categories":6375},[105],{"categories":6377},[131],{"categories":6379},[108],{"categories":6381},[156],{"categories":6383},[64],{"categories":6385},[131],{"categories":6387},[117],{"categories":6389},[131],{"categories":6391},[],{"categories":6393},[105],{"categories":6395},[120],{"categories":6397},[105],{"categories":6399},[],{"categories":6401},[117],{"categories":6403},[108],{"categories":6405},[205],{"categories":6407},[105],{"categories":6409},[108],{"categories":6411},[117],{"categories":6413},[275],{"categories":6415},[105],{"categories":6417},[105],{"categories":6419},[105],{"categories":6421},[105],{"categories":6423},[105],{"categories":6425},[108],{"categories":6427},[105],{"categories":6429},[131],{"categories":6431},[156],{"categories":6433},[117],{"categories":6435},[],{"categories":6437},[105],{"categories":6439},[105],{"categories":6441},[105],{"categories":6443},[131],{"categories":6445},[117],{"categories":6447},[153],{"categories":6449},[131],{"categories":6451},[105],{"categories":6453},[120],{"categories":6455},[],{"categories":6457},[205],{"categories":6459},[131],{"categories":6461},[153],{"categories":6463},[105],{"categories":6465},[108],{"categories":6467},[117],{"categories":6469},[105],{"categories":6471},[105],{"categories":6473},[117],{"categories":6475},[120],{"categories":6477},[105],{"categories":6479},[117],{"categories":6481},[105],{"categories":6483},[64],{"categories":6485},[117],{"categories":6487},[117,275],{"categories":6489},[105],{"categories":6491},[105],{"categories":6493},[117],{"categories":6495},[131],{"categories":6497},[105],{"categories":6499},[105],{"categories":6501},[156],{"categories":6503},[117],{"categories":6505},[234],{"categories":6507},[117],{"categories":6509},[64],{"categories":6511},[],{"categories":6513},[117],{"categories":6515},[105],{"categories":6517},[64],{"categories":6519},[],{"categories":6521},[],{"categories":6523},[131],{"categories":6525},[105],{"categories":6527},[105],{"categories":6529},[117],{"categories":6531},[156],{"categories":6533},[234],{"categories":6535},[105],{"categories":6537},[105],{"categories":6539},[105],{"categories":6541},[117],{"categories":6543},[],{"categories":6545},[117],{"categories":6547},[153],{"categories":6549},[105],{"categories":6551},[117],{"categories":6553},[117],{"categories":6555},[105],{"categories":6557},[],{"categories":6559},[153],{"categories":6561},[131],{"categories":6563},[3127],{"categories":6565},[108],{"categories":6567},[131],{"categories":6569},[105],{"categories":6571},[117],{"categories":6573},[105],{"categories":6575},[105],{"categories":6577},[234],{"categories":6579},[131],{"categories":6581},[156],{"categories":6583},[],{"categories":6585},[153],{"categories":6587},[105],{"categories":6589},[105],{"categories":6591},[],{"categories":6593},[117],{"categories":6595},[105],{"categories":6597},[105],{"categories":6599},[105],{"categories":6601},[105],{"categories":6603},[117],{"categories":6605},[105],{"categories":6607},[105],{"categories":6609},[105],{"categories":6611},[120],{"categories":6613},[105],{"categories":6615},[117],{"categories":6617},[105],{"categories":6619},[105],{"categories":6621},[105],{"categories":6623},[105],{"categories":6625},[105],{"categories":6627},[105],{"categories":6629},[105],{"categories":6631},[64],{"categories":6633},[],{"categories":6635},[120],{"categories":6637},[153],{"categories":6639},[117],{"categories":6641},[105],{"categories":6643},[131],{"categories":6645},[],{"categories":6647},[131],{"categories":6649},[131],{"categories":6651},[117],{"categories":6653},[131],{"categories":6655},[105],{"categories":6657},[105],{"categories":6659},[105],{"categories":6661},[117],{"categories":6663},[131],{"categories":6665},[105],{"categories":6667},[105],{"categories":6669},[105],{"categories":6671},[117],{"categories":6673},[153],{"categories":6675},[105],{"categories":6677},[105],{"categories":6679},[105],{"categories":6681},[64],{"categories":6683},[105],{"categories":6685},[117],{"categories":6687},[205],{"categories":6689},[],{"categories":6691},[105],{"categories":6693},[156],{"categories":6695},[117],{"categories":6697},[105],{"categories":6699},[105],{"categories":6701},[],{"categories":6703},[105],{"categories":6705},[105],{"categories":6707},[153],{"categories":6709},[105],{"categories":6711},[105],{"categories":6713},[117],{"categories":6715},[234],{"categories":6717},[],{"categories":6719},[],{"categories":6721},[131],{"categories":6723},[105],{"categories":6725},[105],{"categories":6727},[153],{"categories":6729},[105],{"categories":6731},[131],{"categories":6733},[153],{"categories":6735},[105],{"categories":6737},[105],{"categories":6739},[234],{"categories":6741},[156],{"categories":6743},[105],{"categories":6745},[105],{"categories":6747},[108],{"categories":6749},[117],{"categories":6751},[105],{"categories":6753},[105],{"categories":6755},[117],{"categories":6757},[64],{"categories":6759},[117],{"categories":6761},[131],{"categories":6763},[105],{"categories":6765},[64],{"categories":6767},[],{"categories":6769},[105],{"categories":6771},[156],{"categories":6773},[105],{"categories":6775},[105],{"categories":6777},[],{"categories":6779},[153],{"categories":6781},[105],{"categories":6783},[117],{"categories":6785},[156],{"categories":6787},[105],{"categories":6789},[131],{"categories":6791},[131],{"categories":6793},[131],{"categories":6795},[105],{"categories":6797},[117],{"categories":6799},[117],{"categories":6801},[105],{"categories":6803},[117],{"categories":6805},[105],{"categories":6807},[105],{"categories":6809},[205],{"categories":6811},[156],{"categories":6813},[156],{"categories":6815},[],{"categories":6817},[153],{"categories":6819},[105],{"categories":6821},[105],{"categories":6823},[131],{"categories":6825},[],{"categories":6827},[153],{"categories":6829},[153],{"categories":6831},[153],{"categories":6833},[],{"categories":6835},[117],{"categories":6837},[105],{"categories":6839},[],{"categories":6841},[108],{"categories":6843},[64],{"categories":6845},[],{"categories":6847},[105],{"categories":6849},[105],{"categories":6851},[],{"categories":6853},[131],{"categories":6855},[],{"categories":6857},[],{"categories":6859},[],{"categories":6861},[],{"categories":6863},[105],{"categories":6865},[153],{"categories":6867},[],{"categories":6869},[],{"categories":6871},[105],{"categories":6873},[105],{"categories":6875},[105],{"categories":6877},[156],{"categories":6879},[105],{"categories":6881},[156],{"categories":6883},[],{"categories":6885},[156],{"categories":6887},[156],{"categories":6889},[275],{"categories":6891},[117],{"categories":6893},[131],{"categories":6895},[],{"categories":6897},[],{"categories":6899},[156],{"categories":6901},[131],{"categories":6903},[131],{"categories":6905},[131],{"categories":6907},[],{"categories":6909},[108],{"categories":6911},[131],{"categories":6913},[131],{"categories":6915},[108],{"categories":6917},[131],{"categories":6919},[64],{"categories":6921},[131],{"categories":6923},[131],{"categories":6925},[131],{"categories":6927},[156],{"categories":6929},[153],{"categories":6931},[153],{"categories":6933},[105],{"categories":6935},[131],{"categories":6937},[156],{"categories":6939},[275],{"categories":6941},[156],{"categories":6943},[156],{"categories":6945},[156],{"categories":6947},[],{"categories":6949},[64],{"categories":6951},[],{"categories":6953},[275],{"categories":6955},[131],{"categories":6957},[131],{"categories":6959},[131],{"categories":6961},[117],{"categories":6963},[153,64],{"categories":6965},[156],{"categories":6967},[],{"categories":6969},[],{"categories":6971},[156],{"categories":6973},[],{"categories":6975},[156],{"categories":6977},[153],{"categories":6979},[117],{"categories":6981},[],{"categories":6983},[131],{"categories":6985},[105],{"categories":6987},[205],{"categories":6989},[],{"categories":6991},[105],{"categories":6993},[],{"categories":6995},[153],{"categories":6997},[108],{"categories":6999},[156],{"categories":7001},[],{"categories":7003},[131],{"categories":7005},[153],[7007,7078,7176,7286],{"id":7008,"title":7009,"ai":7010,"body":7015,"categories":7043,"created_at":65,"date_modified":65,"description":56,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":7044,"navigation":84,"path":7066,"published_at":65,"question":65,"scraped_at":7067,"seo":7068,"sitemap":7069,"source_id":7070,"source_name":7071,"source_type":91,"source_url":7072,"stem":7073,"tags":7074,"thumbnail_url":65,"tldr":7075,"tweet":65,"unknown_tags":7076,"__hash__":7077},"summaries\u002Fsummaries\u002Fa61c6dd16e90bcf5-implement-ai-governance-to-meet-eu-ai-act-high-ris-summary.md","Implement AI Governance to Meet EU AI Act High-Risk Rules",{"provider":7,"model":8,"input_tokens":7011,"output_tokens":7012,"processing_time_ms":7013,"cost_usd":7014},7998,2682,28616,0.0029181,{"type":14,"value":7016,"toc":7038},[7017,7021,7024,7028,7031,7035],[17,7018,7020],{"id":7019},"distinguish-governance-from-ethics-and-mlops-for-operational-compliance","Distinguish Governance from Ethics and MLOps for Operational Compliance",[22,7022,7023],{},"AI governance provides the policies, processes, controls, and accountability linking AI ethics (aspirational values like fairness) to MLOps (technical model lifecycle) and regulatory demands. It assigns RACI ownership for failures, sets risk thresholds, and generates audit-ready evidence. Progress through stages: ad-hoc (siloed projects) to scaled (automated guardrails, real-time monitoring). Core pillars include accountability (board oversight; only 15% boards track AI metrics), transparency (internal technical docs on architecture\u002Fdata\u002Ftesting per EU AI Act Article 11; external explainability for users per GDPR Article 22), risk management (continuous assessments for drift\u002Fbias\u002FIP risks), data governance (bias detection, provenance, completeness to ensure representative datasets), and human oversight (design for intervention\u002Foverride per Article 14). 99% of organizations report $4.4M average AI risk losses, mainly non-compliance (57%) and bias (53%).",[17,7025,7027],{"id":7026},"navigate-risk-tiered-regulations-with-unified-assessments","Navigate Risk-Tiered Regulations with Unified Assessments",[22,7029,7030],{},"EU AI Act (effective Aug 2024) tiers AI: unacceptable risk banned Feb 2025 (e.g., social scoring, emotion recognition in workplaces); high-risk from Aug 2026 (Annex III: employment screening, credit, biometrics; Annex I: medical\u002Fvehicles)—extraterritorial like GDPR. High-risk demands risk management systems (iterative, post-market surveillance), data quality (bias stats across demographics, provenance docs), technical documentation (logic, testing metrics, oversight mechanisms), tamper-proof logging (events for malfunctions), and incident reporting (2-15 days for serious harm). Combine with GDPR Article 22 (human intervention for automated decisions; explain logic) and Article 35 DPIAs via unified FRIA\u002FDPIA addressing rights and data risks. US uses NIST AI RMF (Govern\u002FMap\u002FMeasure\u002FManage) and FTC enforcement on deception\u002Fbias. Global: OECD Principles, G7 Code converge on shared standards.",[17,7032,7034],{"id":7033},"secure-high-risk-and-generative-ai-with-specific-controls","Secure High-Risk and Generative AI with Specific Controls",[22,7036,7037],{},"High-risk providers\u002Fdeployers implement continuous risk mitigation for misuse\u002Fdrift, bias checks (proxy discrimination), and legal basis for sensitive data to fix biases despite GDPR minimization. GPAI\u002FLLMs (Aug 2025): publish training summaries (web scrapes\u002Fcode repos), copyright policies; systemic risk models (>10^25 FLOPs) add red-teaming, 72-hour incident reports, cyber protections—use GPAI Code of Practice as safe harbor. Embed in lifecycle: design (risk classification), development (controls), deployment (monitoring), decommissioning. Organizational model: cross-functional committees; roles—legal (regs), privacy (DPIAs), IT (logging), business (value alignment), board (AI posture: Pioneer\u002FTransformer\u002FPragmatic). Integrate into GRC via AI stacks linking monitoring to dashboards.",{"title":56,"searchDepth":57,"depth":57,"links":7039},[7040,7041,7042],{"id":7019,"depth":57,"text":7020},{"id":7026,"depth":57,"text":7027},{"id":7033,"depth":57,"text":7034},[105,64],{"content_references":7045,"triage":7064},[7046,7050,7053,7055,7058,7060],{"type":7047,"title":7048,"author":7049,"context":74},"report","AI Risk Management Framework (AI RMF 1.0)","NIST",{"type":71,"title":7051,"publisher":7052,"context":74},"EU AI Act","EU",{"type":71,"title":7054,"context":74},"GDPR",{"type":71,"title":7056,"context":7057},"G7 Hiroshima AI Process Code of Conduct","mentioned",{"type":71,"title":7059,"context":74},"OECD AI Principles",{"type":7061,"title":7062,"author":7063,"context":78},"tool","Privacy by Design Checklist","Secure Privacy",{"relevance":80,"novelty":81,"quality":80,"actionability":81,"composite":82,"reasoning":7065},"Category: Business & SaaS. The article discusses the implications of the EU AI Act on AI governance, which is crucial for product builders to understand compliance requirements and risk management strategies. It provides insights into governance structures and risk management, addressing pain points related to regulatory compliance, but lacks specific actionable frameworks for implementation.","\u002Fsummaries\u002Fa61c6dd16e90bcf5-implement-ai-governance-to-meet-eu-ai-act-high-ris-summary","2026-04-15 15:27:41",{"title":7009,"description":56},{"loc":7066},"a61c6dd16e90bcf5","__oneoff__","https:\u002F\u002Fsecureprivacy.ai\u002Fblog\u002Fai-governance","summaries\u002Fa61c6dd16e90bcf5-implement-ai-governance-to-meet-eu-ai-act-high-ris-summary",[95,96,97],"EU AI Act classifies AI as high-risk for hiring, credit, personalization—requiring risk assessments, logging, human oversight by Aug 2026 or face €35M\u002F7% revenue fines. Build accountability, transparency, data controls now.",[],"5hzJp9_UX_FYLnkVrhOWIk2rmlqB-PT-RLvAQoz9jxg",{"id":7079,"title":7080,"ai":7081,"body":7087,"categories":7146,"created_at":65,"date_modified":65,"description":56,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":7147,"navigation":84,"path":7159,"published_at":7160,"question":65,"scraped_at":7161,"seo":7162,"sitemap":7163,"source_id":7164,"source_name":7165,"source_type":7166,"source_url":7167,"stem":7168,"tags":7169,"thumbnail_url":7171,"tldr":7172,"tweet":7173,"unknown_tags":7174,"__hash__":7175},"summaries\u002Fsummaries\u002F0e75516c4c8f45ac-scaling-ai-agents-lessons-from-snowflake-s-gtm-ass-summary.md","Scaling AI Agents: Lessons from Snowflake's GTM Assistant",{"provider":7,"model":7082,"input_tokens":7083,"output_tokens":7084,"processing_time_ms":7085,"cost_usd":7086},"google\u002Fgemini-3.1-flash-lite",8540,776,3680,0.003299,{"type":14,"value":7088,"toc":7140},[7089,7093,7096,7100,7103,7107,7110,7133,7137],[17,7090,7092],{"id":7091},"prioritize-quality-over-coverage","Prioritize Quality Over Coverage",[22,7094,7095],{},"User trust is fragile and difficult to recover once lost. When launching an AI agent, the first five interactions determine whether a user returns. Instead of aiming for broad coverage (answering 100 questions at 70% accuracy), focus on a narrow set of high-value questions at 95%+ accuracy. This builds immediate credibility. At Snowflake, the team defined 150 critical sales questions before building the agent, using them as the benchmark for success. Coverage can be expanded iteratively; 60% of the data powering their current system was added post-launch.",[17,7097,7099],{"id":7098},"activation-and-change-management","Activation and Change Management",[22,7101,7102],{},"AI projects often fail at the activation stage, not the technical stage. Even a high-performing agent will fail if users do not adopt it. Successful deployment requires a phased approach: a pilot with AI-native power users to refine the product, a 10% beta to validate the MVP and retention metrics, and finally, general availability. Post-launch, expect to spend 60-70% of your time on change management—giving demos, building dashboards to track adoption, and securing executive sponsorship to drive usage. If only 20% of your organization has tried the tool, the problem is activation, not the technology.",[17,7104,7106],{"id":7105},"managing-the-collapsing-wow-factor","Managing the 'Collapsing Wow Factor'",[22,7108,7109],{},"AI-powered features quickly transition from 'magic' to 'baseline' expectations. Once users become accustomed to talking to their data, they will demand more sophisticated capabilities. To stay relevant, the product roadmap must evolve through three phases:",[7111,7112,7113,7121,7127],"ol",{},[7114,7115,7116,7120],"li",{},[7117,7118,7119],"strong",{},"Data Democratization:"," Moving users away from manual dashboard dependencies.",[7114,7122,7123,7126],{},[7117,7124,7125],{},"Workflow Automation:"," Using agents to orchestrate tasks (e.g., monitoring inboxes, drafting responses, or updating CRM records).",[7114,7128,7129,7132],{},[7117,7130,7131],{},"Hyper-personalization:"," Enabling teams to build custom skills and tools that leverage living customer context.",[17,7134,7136],{"id":7135},"build-for-flexibility-not-perfection","Build for Flexibility, Not Perfection",[22,7138,7139],{},"Avoid the trap of shopping for the 'perfect' architecture. Technology in the AI space matures rapidly, and your initial architecture will likely be obsolete within months. Snowflake’s internal agent underwent significant rearchitecting—moving from simple agent instructions in a Google Doc to a complex system of semantic views, MCP connections, and skill libraries. Accept that 30-40% of your engineering effort will be spent rearchitecting to accommodate new capabilities. Finally, treat your logs as a gold mine; analyzing them allows you to identify feature gaps, improve quality in real-time, and automate the creation of sales enablement materials like battle cards.",{"title":56,"searchDepth":57,"depth":57,"links":7141},[7142,7143,7144,7145],{"id":7091,"depth":57,"text":7092},{"id":7098,"depth":57,"text":7099},{"id":7105,"depth":57,"text":7106},{"id":7135,"depth":57,"text":7136},[105],{"content_references":7148,"triage":7155},[7149,7152],{"type":7061,"title":7150,"url":7151,"context":7057},"Snowflake Cortex","https:\u002F\u002Fwww.snowflake.com\u002Fen\u002Fdata-cloud\u002Fcortex\u002F",{"type":7061,"title":7153,"url":7154,"context":7057},"Snowflake Co-work","https:\u002F\u002Fwww.snowflake.com\u002Fen\u002Fdata-cloud\u002Fcortex\u002Fco-work\u002F",{"relevance":7156,"novelty":80,"quality":80,"actionability":80,"composite":7157,"reasoning":7158},5,4.35,"Category: Product Strategy. The article provides actionable insights on deploying AI agents effectively, addressing key pain points like user trust and activation challenges. It emphasizes prioritizing quality interactions and offers a phased approach to deployment, which is directly applicable to product builders.","\u002Fsummaries\u002F0e75516c4c8f45ac-scaling-ai-agents-lessons-from-snowflake-s-gtm-ass-summary","2026-08-26 15:00:06","2026-08-27 03:11:58",{"title":7080,"description":56},{"loc":7159},"0e75516c4c8f45ac","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=DrTdD-ttjCY","summaries\u002F0e75516c4c8f45ac-scaling-ai-agents-lessons-from-snowflake-s-gtm-ass-summary",[96,97,95,7170],"ai-agents","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FDrTdD-ttjCY\u002Fhqdefault.jpg","Successfully deploying AI agents at scale requires prioritizing quality over coverage, aggressive change management, and a willingness to rearchitect as user expectations evolve.","This presentation outlines a pragmatic approach to deploying internal AI agents at scale, emphasizing that success depends more on rigorous change management and trust-building than on architectural perfection. The speaker argues for prioritizing high-accuracy answers over broad coverage to ensure early user retention, while warning that the \"wow factor\" of natural language querying fades quickly, necessitating a shift toward workflow automation.",[7170],"jQ_-3ji9aKfdPS4YZOMjrtgVRtdpAP3LRHnleb4Ey-4",{"id":7177,"title":7178,"ai":7179,"body":7184,"categories":7259,"created_at":65,"date_modified":65,"description":56,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":7260,"navigation":84,"path":7271,"published_at":7272,"question":65,"scraped_at":7273,"seo":7274,"sitemap":7275,"source_id":7276,"source_name":7165,"source_type":7166,"source_url":7277,"stem":7278,"tags":7279,"thumbnail_url":7281,"tldr":7282,"tweet":7283,"unknown_tags":7284,"__hash__":7285},"summaries\u002Fsummaries\u002Fb266f89e83f6fadf-building-sustainable-ai-products-the-notion-playbo-summary.md","Building Sustainable AI Products: The Notion Playbook",{"provider":7,"model":7082,"input_tokens":7180,"output_tokens":7181,"processing_time_ms":7182,"cost_usd":7183},8489,798,4385,0.00331925,{"type":14,"value":7185,"toc":7254},[7186,7190,7193,7197,7200,7227,7231,7234],[17,7187,7189],{"id":7188},"the-trap-of-token-economics","The Trap of Token Economics",[22,7191,7192],{},"Most AI-powered products fall into a 'token trap' where they rely on frontier models for every task, leading to unsustainable costs. As model providers frequently upgrade models, deprecate predecessors, or change pricing, businesses that lock themselves into a single vendor lose their leverage. Sarah Sachs argues that treating model providers as competitors is essential; if you are reselling tokens from a lab that also sells a first-party product, you are paying a markup on a markup, which is a business model that is difficult to defend.",[17,7194,7196],{"id":7195},"the-model-agnostic-playbook","The Model-Agnostic Playbook",[22,7198,7199],{},"To build a sustainable AI product, companies must shift from 'winning on token economics' to 'winning on product.' This requires:",[7201,7202,7203,7209,7215,7221],"ul",{},[7114,7204,7205,7208],{},[7117,7206,7207],{},"Model Agnosticism:"," Build systems that can route traffic to the most cost-effective model for the specific task. Notion uses an 'auto-model' that handles 75% of traffic, dynamically switching providers to optimize for cost, capability, and latency.",[7114,7210,7211,7214],{},[7117,7212,7213],{},"Capability-Based Routing:"," Not all tasks require frontier models. Triage tasks or simple data analysis should be routed to smaller, cheaper models. Use frontier models only for complex reasoning tasks that truly demand them.",[7114,7216,7217,7220],{},[7117,7218,7219],{},"Leveraging Open Weights:"," Open-weight models are increasingly capable and provide critical negotiation leverage against the oligopoly of frontier labs. They serve as a credible alternative that puts downward pressure on pricing.",[7114,7222,7223,7226],{},[7117,7224,7225],{},"Deterministic Alternatives:"," Avoid using LLMs for tasks that can be solved with standard code. If a task involves deterministic SQL queries, CSV-to-PDF conversion, or CLI tool calls, use CPUs instead of GPUs. This prevents 'token poverty' and improves system reliability.",[17,7228,7230],{"id":7229},"orchestration-and-security","Orchestration and Security",[22,7232,7233],{},"The future of AI-powered products lies in multi-agent orchestration rather than simple prompt-response loops. However, this introduces the 'lethal trifecta' of risk: access to private data, exposure to untrusted content, and the ability to communicate externally. To mitigate this, builders must focus on:",[7201,7235,7236,7242,7248],{},[7114,7237,7238,7241],{},[7117,7239,7240],{},"Sandboxing and Determinism:"," Ensure agents operate within controlled environments where their actions are inspectable and reversible.",[7114,7243,7244,7247],{},[7117,7245,7246],{},"Persistence:"," Treat AI interactions as part of a durable system of record (like a collaborative document) rather than ephemeral markdown files. This allows human-in-the-loop collaboration where agents can tag teammates, scope tasks, and open PRs.",[7114,7249,7250,7253],{},[7117,7251,7252],{},"Eval-Driven Development:"," Invest in granular evaluation of entire task trajectories rather than single-call latency. This expertise allows companies to make informed decisions and provides valuable feedback to model labs, which can be used as a bargaining chip in contract negotiations instead of relying solely on volume-based discounts.",{"title":56,"searchDepth":57,"depth":57,"links":7255},[7256,7257,7258],{"id":7188,"depth":57,"text":7189},{"id":7195,"depth":57,"text":7196},{"id":7229,"depth":57,"text":7230},[120],{"content_references":7261,"triage":7269},[7262,7265,7267],{"type":71,"title":7263,"author":7264,"context":74},"The lethal trifecta","Simon Willison",{"type":7061,"title":7266,"context":7057},"Decagon",{"type":7061,"title":7268,"context":7057},"Claude",{"relevance":7156,"novelty":80,"quality":80,"actionability":80,"composite":7157,"reasoning":7270},"Category: Product Strategy. The article provides a comprehensive playbook for building sustainable AI products, addressing key pain points like vendor lock-in and cost management. It offers actionable strategies such as model agnosticism and capability-based routing, which are directly applicable to product builders.","\u002Fsummaries\u002Fb266f89e83f6fadf-building-sustainable-ai-products-the-notion-playbo-summary","2026-07-23 17:30:06","2026-07-23 17:57:32",{"title":7178,"description":56},{"loc":7271},"b266f89e83f6fadf","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=-I5W5QVAT8E","summaries\u002Fb266f89e83f6fadf-building-sustainable-ai-products-the-notion-playbo-summary",[95,7280,96,97],"agents","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F-I5W5QVAT8E\u002Fhqdefault.jpg","To avoid 'AI poverty,' treat model vendors as competitors, prioritize model-agnostic orchestration over token-heavy workflows, and use deterministic code for non-LLM tasks.","This is a practical talk on managing AI infrastructure costs by treating model providers as competitors rather than partners. Sachs argues for an \"AI Switzerland\" strategy: building a model-agnostic orchestration layer that routes traffic based on cost-per-capability rather than defaulting to the most expensive frontier models.",[],"sl2lwjUP1L1UCZ-h9-aH413kTy8h2dxxGX0nbntGFK0",{"id":7287,"title":7288,"ai":7289,"body":7294,"categories":7422,"created_at":65,"date_modified":65,"description":7423,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":7424,"navigation":84,"path":7425,"published_at":7426,"question":65,"scraped_at":7427,"seo":7428,"sitemap":7429,"source_id":7430,"source_name":7431,"source_type":7166,"source_url":7432,"stem":7433,"tags":7434,"thumbnail_url":65,"tldr":7435,"tweet":65,"unknown_tags":7436,"__hash__":7437},"summaries\u002Fsummaries\u002Fc2659ce7893d3a8c-benioff-ai-agents-augment-humans-slack-leads-inter-summary.md","Benioff: AI Agents Augment Humans, Slack Leads Interface Shift",{"provider":7,"model":8,"input_tokens":7290,"output_tokens":7291,"processing_time_ms":7292,"cost_usd":7293},8482,1987,27890,0.0026674,{"type":14,"value":7295,"toc":7414},[7296,7300,7312,7315,7319,7322,7325,7328,7332,7335,7338,7341,7345,7348,7351,7354,7358,7361,7364,7368,7394,7397],[17,7297,7299],{"id":7298},"slack-as-the-conversational-ai-interface","Slack as the Conversational AI Interface",[22,7301,7302,7303,7307,7308,7311],{},"Mark Benioff credits Salesforce's chief futurist Peter Schwarz for pushing the Slack acquisition nearly a decade ago, foreseeing it as the ideal interface for AI agents. Schwarz, known for work on films like ",[7304,7305,7306],"em",{},"Minority Report"," and ",[7304,7309,7310],{},"War Games",", argued that breakthroughs in Silicon Valley models needed a conversational, open platform with a rich ecosystem. Benioff notes Slack's unexpected ecosystem growth has made it a hub not just for AI companies but for Salesforce apps themselves, with products like Writer AI operating fully within Slack. He envisions traditional Salesforce interfaces like Lightning fading, with users interacting primarily via agents in Slack atop the data layer. Slackbot becomes a \"highly composable object,\" embeddable in Microsoft Teams, Google Workspace, Sales Cloud, or Service Cloud.",[22,7313,7314],{},"Benioff emphasizes text as the universal interface: \"The world would go to AI and the world would go to agents... something that is conversational, something that is open, something that has a broad ecosystem.\" This positions Slack first for Salesforce, Tableau, and ecosystem tools, amplifying agent adoption.",[17,7316,7318],{"id":7317},"humans-and-agents-collaborative-teams-not-replacements","Humans and Agents: Collaborative Teams, Not Replacements",[22,7320,7321],{},"Benioff predicts an explosion of coordinated agents commanded by humans or AI, transforming companies into \"agentic enterprises.\" Agents excel at language-based tasks like customer service, sales qualification, marketing, and even coding—now treated as language rather than 1980s assembly code. At Salesforce, 15,000 engineers boosted productivity over 30% using tools like Anthropic's Claude, OpenAI's Codex, Cursor, yet remain essential supervisors. Top AI firms like Anthropic and OpenAI hire aggressively, signaling models aren't autonomous.",[22,7323,7324],{},"Humans stay in the loop due to model inaccuracies—Benioff shares help.salesforce.com example where Agentforce handles half of issues but escalates to humans via omni-channel for synthesis. Future multi-sensory world models (per chief scientist Silvio Savarese) will ingest eyes, ears, memories for better decisions, but verification tooling evolves too. Benioff feels the bottleneck personally: \"Over time the human also is the bottleneck and I'm already feeling that.\"",[22,7326,7327],{},"\"Humans and agents are working together,\" Benioff states repeatedly, rejecting full automation hype. Salesforce hit a record 83,000 employees, rebalancing for AI rather than cutting.",[17,7329,7331],{"id":7330},"rise-of-generalists-and-collapsing-silos","Rise of Generalists and Collapsing Silos",[22,7333,7334],{},"AI fosters generalists, especially in engineering, where augmented talent spans roles. Salespeople (Salesforce's other 15,000) get field autonomy; systems engineers implement without professional services delays. Marketing execs prototype products sans engineers, embodying \"no more presentations, just demos.\"",[22,7336,7337],{},"Silos crumble: engineering execs become product\u002Fdesign\u002Fmarketing leads via AI. Benioff urges realignment for customer success: \"A salesperson can do it... You don't have to wait for professional services.\" Visionaries build without code, accelerating from idea to prototype. At Salesforce, sales transforms via face-to-face vision-sharing with millions of Slack users and core customers.",[22,7339,7340],{},"\"The marketing executive is now also the engineering executive... these things are starting to meld together,\" Benioff explains, exciting for small-to-large firms and governments.",[17,7342,7344],{"id":7343},"ai-scapegoating-layoffs-and-career-advice","AI Scapegoating, Layoffs, and Career Advice",[22,7346,7347],{},"Benioff calls out CEOs blaming AI for layoffs as \"lazy,\" ignoring real causes: high costs, data center commitments, workforce rebalancing. Salesforce rebalanced uncomfortably over five years but now grows, doubling down on AI-leveraging teams. He recruits aggressively, urging top universities like MIT to send interns—countering grad fears.",[22,7349,7350],{},"To a top MIT junior considering major change: Benioff walked her through AI realities, recruiting her and peers. Companies need elite computer scientists: \"We badly need that talent... this is still going to be a critical part of our workforce.\"",[22,7352,7353],{},"\"It's too easy... to make AI the scapegoat. And I think for some CEOs, it's the lazy way out,\" Benioff asserts. Leaders must specify truths, take bullets, rebuild.",[17,7355,7357],{"id":7356},"sf-ai-psychosis-and-broader-context","SF AI Psychosis and Broader Context",[22,7359,7360],{},"San Francisco's AI obsession stems from its innovation DNA—Gold Rush, Summer of Love, Levi's, GAP, Salesforce. Haight-Ashbury vibes fuel futuristic energy, unique vs. other locales. Benioff ties it to transformation spirit.",[22,7362,7363],{},"Title teases Microsoft blocking Salesforce's OpenAI investment (briefly noted), OpenClaw (host promo), agentic stack like Agentforce\u002FProject Albert for enterprise agents, and regulation—Benioff advocates measured approaches amid hype.",[17,7365,7367],{"id":7366},"key-takeaways","Key Takeaways",[7201,7369,7370,7373,7376,7379,7382,7385,7388,7391],{},[7114,7371,7372],{},"Embed agents like Slackbot everywhere—collaboration tools, apps—for seamless work.",[7114,7374,7375],{},"Keep humans in the loop for synthesis; build verification tools as models improve to multi-sensory.",[7114,7377,7378],{},"Hire top engineering\u002Fsales talent; AI boosts generalists 30%+, but autonomy lags.",[7114,7380,7381],{},"Reject AI scapegoating for layoffs—cite real causes (costs, rebalancing) transparently.",[7114,7383,7384],{},"Collapse silos: empower sales\u002Fmarketing to build\u002Fprototype, aligning all for customer success.",[7114,7386,7387],{},"Recruit aggressively from elite schools; grads fearing AI joblessness ignore hiring booms.",[7114,7389,7390],{},"Prototype fast in Slack-first ecosystem, but bridge demo-to-product gaps.",[7114,7392,7393],{},"Tap local energies like SF's for innovation; AI enables non-coders to start building.",[22,7395,7396],{},"Notable quotes:",[7201,7398,7399,7402,7405,7408,7411],{},[7114,7400,7401],{},"\"Slack has become a great interface not only to the AI community... but also to Salesforce itself.\" —Mark Benioff on ecosystem power.",[7114,7403,7404],{},"\"It's very critical that human beings... stay in the loop. Maybe not forever but right now.\" —Benioff on accuracy limits.",[7114,7406,7407],{},"\"Make AI the scapegoat... for some CEOs, it's the lazy way out. That's up to them.\" —Benioff critiquing layoff excuses.",[7114,7409,7410],{},"\"You're not just the engineering executive, you're also the product executive, the design executive, the marketing executive.\" —Benioff on role melding.",[7114,7412,7413],{},"\"The technology is empowering you... now you can start building the product.\" —Benioff on non-coders' breakthroughs.",{"title":56,"searchDepth":57,"depth":57,"links":7415},[7416,7417,7418,7419,7420,7421],{"id":7298,"depth":57,"text":7299},{"id":7317,"depth":57,"text":7318},{"id":7330,"depth":57,"text":7331},{"id":7343,"depth":57,"text":7344},{"id":7356,"depth":57,"text":7357},{"id":7366,"depth":57,"text":7367},[],"Download The 25 OpenClaw Use Cases eBook 👇🏼\nhttps:\u002F\u002Fbit.ly\u002F4aBQwo1\n\nDownload The Subtle Art of Not Being Replaced 👇🏼\nhttp:\u002F\u002Fbit.ly\u002F3WLNzdV\n\nDownload Humanities Last Prompt Engineering Guide 👇🏼\nhttps:\u002F\u002Fbit.ly\u002F4kFhajz\n\nJoin My Newsletter for Regular AI Updates 👇🏼\nhttps:\u002F\u002Fforwardfuture.ai\n\nDiscover The Best AI Tools👇🏼\nhttps:\u002F\u002Ftools.forwardfuture.ai\n\nMy Links 🔗\n👉🏻 X: https:\u002F\u002Fx.com\u002Fmatthewberman\n👉🏻 Forward Future X: https:\u002F\u002Fx.com\u002Fforwardfuture\n👉🏻 Instagram: https:\u002F\u002Fwww.instagram.com\u002Fmatthewberman_ai\n👉🏻 TikTok: https:\u002F\u002Fwww.tiktok.com\u002F@matthewberman_ai\n👉🏻 Spotify: https:\u002F\u002Fopen.spotify.com\u002Fshow\u002F6dBxDwxtHl1hpqHhfoXmy8\n\nMedia\u002FSponsorship Inquiries ✅ \nhttps:\u002F\u002Fbit.ly\u002F44TC45V\n\n0:00 - Intro\n1:16 - Strategic vision behind the Slack acquisition\n3:23 - Text as the interface\n5:22 - How AI changes company structure\n7:11 - Human in the loop\n10:06 - Rise of generalists in software engineering\n12:04 - Calling out AI as lazy CEO scapegoat\n13:48 - Career advice for graduates and tech talent\n15:10 - AI transformation of sales and engineering\n16:15 - Collapsing corporate silos with AI tools\n18:32 - Empowering visionaries to build without code\n19:33 - AI psychosis in San Francisco\n22:44 - Microsoft blocking Salesforce's OpenAI investment\n23:52 - Explaining the Salesforce agentic AI stack\n26:14 - Project Albert and enterprise agent capabilities\n27:25 - AI Regulation",{},"\u002Fsummaries\u002Fc2659ce7893d3a8c-benioff-ai-agents-augment-humans-slack-leads-inter-summary","2026-04-05 21:48:47","2026-04-06 16:41:28",{"title":7288,"description":7423},{"loc":7425},"c2659ce7893d3a8c","Matthew Berman","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=OzUqfN4mcrM","summaries\u002Fc2659ce7893d3a8c-benioff-ai-agents-augment-humans-slack-leads-inter-summary",[7280,95,96,97],"Salesforce CEO Mark Benioff sees Slack as the conversational AI hub where agents and humans collaborate, boosting productivity without replacing jobs—AI is no scapegoat for layoffs.",[],"7g62KEYysQIbX6sV67qnfJp5xeUg6MGv2sXjx3-26K8"]