[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-009f70280ebcc29e-openai-acquires-ona-to-enable-persistent-ai-agent-summary":3,"summaries-facets-categories":102,"summary-related-009f70280ebcc29e-openai-acquires-ona-to-enable-persistent-ai-agent-summary":7006},{"id":4,"title":5,"ai":6,"body":13,"categories":64,"created_at":66,"date_modified":66,"description":59,"extension":67,"faq":66,"featured":68,"kicker_label":66,"meta":69,"navigation":84,"path":85,"published_at":86,"question":66,"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":66,"tldr":99,"tweet":66,"unknown_tags":100,"__hash__":101},"summaries\u002Fsummaries\u002F009f70280ebcc29e-openai-acquires-ona-to-enable-persistent-ai-agent-summary.md","OpenAI Acquires Ona to Enable Persistent AI Agent Workflows",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6821,477,19892,0.00242075,{"type":14,"value":15,"toc":58},"minimark",[16,21,25,29,32,55],[17,18,20],"h2",{"id":19},"enabling-long-running-autonomous-workflows","Enabling Long-Running Autonomous Workflows",[22,23,24],"p",{},"OpenAI is acquiring Ona to evolve its Codex ecosystem from a session-based tool into a platform for persistent, long-running agentic work. As Codex usage has grown by 400% this year, OpenAI identified a critical need to move beyond tasks that require a user to remain actively connected to a machine. By integrating Ona’s technology, OpenAI aims to enable agents to operate autonomously over hours or days, allowing users to delegate complex, multi-step projects that continue even when local devices are offline.",[17,26,28],{"id":27},"secure-customer-controlled-execution","Secure, Customer-Controlled Execution",[22,30,31],{},"For enterprises, the transition from experimental AI to production-grade deployment requires more than just model intelligence; it demands strict security, governance, and operational control. Ona’s technology provides a secure, reproducible cloud environment that allows agents to function within an organization’s own infrastructure. This architecture ensures that:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Data Sovereignty:"," Agents operate within the customer's cloud boundaries.",[36,44,45,48],{},[39,46,47],{},"Granular Control:"," Organizations retain authority over credential scoping, tool access, and activity logging.",[36,50,51,54],{},[39,52,53],{},"Workflow Integration:"," Work can be managed through established review and approval processes, making it suitable for high-stakes software lifecycle tasks such as vulnerability remediation, application modernization, and automated testing.",[22,56,57],{},"By combining OpenAI’s orchestration capabilities with Ona’s execution model, the company intends to provide a trusted workspace that meets the rigorous security standards required for enterprise-scale AI deployment.",{"title":59,"searchDepth":60,"depth":60,"links":61},"",2,[62,63],{"id":19,"depth":60,"text":20},{"id":27,"depth":60,"text":28},[65],"AI & LLMs",null,"md",false,{"content_references":70,"triage":79},[71,76],{"type":72,"title":73,"url":74,"context":75},"tool","Ona","http:\u002F\u002Fona.com\u002F","mentioned",{"type":72,"title":77,"url":78,"context":75},"Codex","https:\u002F\u002Fopenai.com\u002Fcodex\u002F",{"relevance":80,"novelty":81,"quality":80,"actionability":60,"composite":82,"reasoning":83},4,3,3.4,"Category: AI & LLMs. The article discusses OpenAI's acquisition of Ona to enhance Codex for persistent AI agent workflows, addressing a specific audience pain point regarding the transition from experimental AI to production-grade deployment. However, while it presents new developments, it lacks detailed actionable steps for implementation.",true,"\u002Fsummaries\u002F009f70280ebcc29e-openai-acquires-ona-to-enable-persistent-ai-agent-summary","2026-06-12 12:57:14",{"title":5,"description":59},{"loc":85},"009f70280ebcc29e","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Fopenai-to-acquire-ona","summaries\u002F009f70280ebcc29e-openai-acquires-ona-to-enable-persistent-ai-agent-summary",[95,96,97,98],"ai-agents","codex","cloud-infrastructure","enterprise-ai","OpenAI is acquiring Ona to integrate secure, cloud-based execution environments into Codex, allowing AI agents to perform long-running, autonomous tasks within customer-controlled infrastructure.",[95,96,97,98],"F0l_RbJ-dCSsALI01MHTvKmstwnrF9CPl9B0MX0KCus",[103,105,108,110,113,115,118,121,123,125,127,129,132,134,136,138,140,143,145,147,149,151,154,157,159,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,201,203,206,208,210,212,214,216,218,220,222,224,226,228,230,232,235,237,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,269,271,273,276,278,280,282,284,286,288,290,292,294,296,298,300,302,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,370,372,374,376,378,380,382,384,386,388,390,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,426,428,430,432,434,436,438,440,442,444,446,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,508,510,512,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,554,556,558,560,562,564,566,568,570,572,574,576,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,866,868,870,872,874,877,879,881,883,885,887,889,891,893,895,897,899,901,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004],{"categories":104},[65],{"categories":106},[107],"Developer Productivity",{"categories":109},[65],{"categories":111},[112],"Business & SaaS",{"categories":114},[65],{"categories":116},[117],"AI Automation",{"categories":119},[120],"Product Strategy",{"categories":122},[117],{"categories":124},[65],{"categories":126},[107],{"categories":128},[117],{"categories":130},[131],"Software Engineering",{"categories":133},[65],{"categories":135},[112],{"categories":137},[],{"categories":139},[65],{"categories":141},[142],"Inference & Serving",{"categories":144},[65],{"categories":146},[65],{"categories":148},[117],{"categories":150},[],{"categories":152},[153],"AI News & Trends",{"categories":155},[156],"Data Science & Visualization",{"categories":158},[117],{"categories":160},[65],{"categories":162},[65],{"categories":164},[112],{"categories":166},[107],{"categories":168},[65],{"categories":170},[117],{"categories":172},[153],{"categories":174},[65],{"categories":176},[117],{"categories":178},[117],{"categories":180},[65],{"categories":182},[65],{"categories":184},[117],{"categories":186},[65],{"categories":188},[65],{"categories":190},[65],{"categories":192},[117],{"categories":194},[153],{"categories":196},[65],{"categories":198},[65],{"categories":200},[65],{"categories":202},[],{"categories":204},[205],"Design & Frontend",{"categories":207},[156],{"categories":209},[153],{"categories":211},[65],{"categories":213},[65],{"categories":215},[65],{"categories":217},[],{"categories":219},[65],{"categories":221},[65],{"categories":223},[117],{"categories":225},[131],{"categories":227},[65],{"categories":229},[117],{"categories":231},[65],{"categories":233},[234],"Marketing & Growth",{"categories":236},[205],{"categories":238},[65],{"categories":240},[117],{"categories":242},[65],{"categories":244},[65],{"categories":246},[131],{"categories":248},[65],{"categories":250},[],{"categories":252},[],{"categories":254},[205],{"categories":256},[65],{"categories":258},[117],{"categories":260},[107],{"categories":262},[131],{"categories":264},[117],{"categories":266},[205],{"categories":268},[120],{"categories":270},[65],{"categories":272},[131],{"categories":274},[275],"DevOps & Cloud",{"categories":277},[117],{"categories":279},[120],{"categories":281},[153],{"categories":283},[65],{"categories":285},[],{"categories":287},[65],{"categories":289},[65],{"categories":291},[],{"categories":293},[117],{"categories":295},[131],{"categories":297},[],{"categories":299},[131],{"categories":301},[65],{"categories":303},[304],"Governance & Standards",{"categories":306},[112],{"categories":308},[],{"categories":310},[],{"categories":312},[65],{"categories":314},[65],{"categories":316},[117],{"categories":318},[65],{"categories":320},[65],{"categories":322},[117],{"categories":324},[65],{"categories":326},[65],{"categories":328},[65],{"categories":330},[],{"categories":332},[131],{"categories":334},[],{"categories":336},[],{"categories":338},[65],{"categories":340},[131],{"categories":342},[],{"categories":344},[131],{"categories":346},[65],{"categories":348},[65],{"categories":350},[234],{"categories":352},[65],{"categories":354},[65],{"categories":356},[65],{"categories":358},[205],{"categories":360},[205],{"categories":362},[65],{"categories":364},[131],{"categories":366},[117],{"categories":368},[369],"GovTech & Public-Sector Adoption",{"categories":371},[131],{"categories":373},[65],{"categories":375},[65],{"categories":377},[65],{"categories":379},[117],{"categories":381},[117],{"categories":383},[156],{"categories":385},[65],{"categories":387},[153],{"categories":389},[117],{"categories":391},[392],"Legal AI Tools",{"categories":394},[65],{"categories":396},[117],{"categories":398},[65],{"categories":400},[234],{"categories":402},[117],{"categories":404},[120],{"categories":406},[65],{"categories":408},[131],{"categories":410},[369],{"categories":412},[],{"categories":414},[117],{"categories":416},[],{"categories":418},[112],{"categories":420},[117],{"categories":422},[117],{"categories":424},[425],"RAG & Retrieval",{"categories":427},[112],{"categories":429},[65],{"categories":431},[131],{"categories":433},[131],{"categories":435},[275],{"categories":437},[205],{"categories":439},[117],{"categories":441},[65],{"categories":443},[65],{"categories":445},[],{"categories":447},[448],"Agents & Orchestration",{"categories":450},[131],{"categories":452},[65],{"categories":454},[],{"categories":456},[117],{"categories":458},[112],{"categories":460},[],{"categories":462},[65],{"categories":464},[],{"categories":466},[65],{"categories":468},[107],{"categories":470},[131],{"categories":472},[112],{"categories":474},[65],{"categories":476},[117],{"categories":478},[65],{"categories":480},[153],{"categories":482},[65],{"categories":484},[],{"categories":486},[65],{"categories":488},[],{"categories":490},[65],{"categories":492},[131],{"categories":494},[65],{"categories":496},[117],{"categories":498},[156],{"categories":500},[],{"categories":502},[65],{"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},[65],{"categories":524},[65],{"categories":526},[117],{"categories":528},[117],{"categories":530},[153],{"categories":532},[65],{"categories":534},[112],{"categories":536},[65],{"categories":538},[117],{"categories":540},[],{"categories":542},[131],{"categories":544},[117],{"categories":546},[65],{"categories":548},[120],{"categories":550},[65],{"categories":552},[553],"AI Policy & Regulation",{"categories":555},[],{"categories":557},[65],{"categories":559},[117],{"categories":561},[120],{"categories":563},[117],{"categories":565},[65],{"categories":567},[65],{"categories":569},[65],{"categories":571},[117],{"categories":573},[],{"categories":575},[156],{"categories":577},[578],"Evals & Reliability",{"categories":580},[65],{"categories":582},[65],{"categories":584},[],{"categories":586},[107],{"categories":588},[369],{"categories":590},[553],{"categories":592},[65],{"categories":594},[112],{"categories":596},[65],{"categories":598},[117],{"categories":600},[65],{"categories":602},[117],{"categories":604},[448],{"categories":606},[65],{"categories":608},[131],{"categories":610},[65],{"categories":612},[],{"categories":614},[205],{"categories":616},[],{"categories":618},[65],{"categories":620},[369],{"categories":622},[65],{"categories":624},[65],{"categories":626},[65],{"categories":628},[],{"categories":630},[65],{"categories":632},[205],{"categories":634},[131],{"categories":636},[],{"categories":638},[65],{"categories":640},[],{"categories":642},[117],{"categories":644},[65],{"categories":646},[205],{"categories":648},[],{"categories":650},[65],{"categories":652},[65],{"categories":654},[156],{"categories":656},[117],{"categories":658},[65],{"categories":660},[112],{"categories":662},[117],{"categories":664},[65],{"categories":666},[65],{"categories":668},[131],{"categories":670},[205],{"categories":672},[65],{"categories":674},[117],{"categories":676},[],{"categories":678},[131],{"categories":680},[117],{"categories":682},[156],{"categories":684},[],{"categories":686},[65],{"categories":688},[153],{"categories":690},[65],{"categories":692},[],{"categories":694},[65],{"categories":696},[65],{"categories":698},[65],{"categories":700},[112,234],{"categories":702},[],{"categories":704},[131],{"categories":706},[65],{"categories":708},[65],{"categories":710},[117],{"categories":712},[65],{"categories":714},[],{"categories":716},[],{"categories":718},[65],{"categories":720},[205],{"categories":722},[65],{"categories":724},[],{"categories":726},[65],{"categories":728},[275],{"categories":730},[],{"categories":732},[117],{"categories":734},[153],{"categories":736},[65],{"categories":738},[65],{"categories":740},[205],{"categories":742},[],{"categories":744},[153],{"categories":746},[65],{"categories":748},[142],{"categories":750},[65],{"categories":752},[65],{"categories":754},[117],{"categories":756},[153],{"categories":758},[507],{"categories":760},[65],{"categories":762},[234],{"categories":764},[],{"categories":766},[117],{"categories":768},[112],{"categories":770},[131],{"categories":772},[65],{"categories":774},[117],{"categories":776},[],{"categories":778},[65,275],{"categories":780},[65],{"categories":782},[65],{"categories":784},[65],{"categories":786},[117],{"categories":788},[65,131],{"categories":790},[156],{"categories":792},[65],{"categories":794},[65],{"categories":796},[65],{"categories":798},[131],{"categories":800},[65],{"categories":802},[117],{"categories":804},[117],{"categories":806},[553],{"categories":808},[234],{"categories":810},[65],{"categories":812},[117],{"categories":814},[65],{"categories":816},[65],{"categories":818},[117],{"categories":820},[],{"categories":822},[117],{"categories":824},[65],{"categories":826},[65],{"categories":828},[117],{"categories":830},[65],{"categories":832},[65,112],{"categories":834},[65],{"categories":836},[112],{"categories":838},[],{"categories":840},[205],{"categories":842},[205],{"categories":844},[65],{"categories":846},[],{"categories":848},[],{"categories":850},[65],{"categories":852},[153],{"categories":854},[],{"categories":856},[107],{"categories":858},[65],{"categories":860},[131],{"categories":862},[65],{"categories":864},[865],"Generative UI & Design-to-Code",{"categories":867},[65],{"categories":869},[65],{"categories":871},[205],{"categories":873},[65],{"categories":875},[876],"Algorithmic Accountability",{"categories":878},[117],{"categories":880},[131],{"categories":882},[153],{"categories":884},[205],{"categories":886},[65],{"categories":888},[],{"categories":890},[120],{"categories":892},[65],{"categories":894},[65],{"categories":896},[65],{"categories":898},[65],{"categories":900},[117],{"categories":902},[903],"MLOps & Infrastructure",{"categories":905},[65],{"categories":907},[65],{"categories":909},[65],{"categories":911},[65],{"categories":913},[65],{"categories":915},[131],{"categories":917},[153],{"categories":919},[65],{"categories":921},[120],{"categories":923},[107],{"categories":925},[65],{"categories":927},[117],{"categories":929},[275],{"categories":931},[65],{"categories":933},[112],{"categories":935},[65],{"categories":937},[205],{"categories":939},[65],{"categories":941},[65],{"categories":943},[117],{"categories":945},[],{"categories":947},[],{"categories":949},[65],{"categories":951},[142],{"categories":953},[205],{"categories":955},[153],{"categories":957},[156],{"categories":959},[],{"categories":961},[65],{"categories":963},[65],{"categories":965},[112],{"categories":967},[117],{"categories":969},[65],{"categories":971},[65],{"categories":973},[65],{"categories":975},[65],{"categories":977},[153],{"categories":979},[142],{"categories":981},[65],{"categories":983},[205],{"categories":985},[65],{"categories":987},[],{"categories":989},[117],{"categories":991},[131],{"categories":993},[],{"categories":995},[65],{"categories":997},[65],{"categories":999},[117],{"categories":1001},[131],{"categories":1003},[65],{"categories":1005},[156],{"categories":1007},[205],{"categories":1009},[],{"categories":1011},[65],{"categories":1013},[],{"categories":1015},[65],{"categories":1017},[],{"categories":1019},[65],{"categories":1021},[65],{"categories":1023},[120],{"categories":1025},[112],{"categories":1027},[117],{"categories":1029},[117],{"categories":1031},[],{"categories":1033},[65],{"categories":1035},[107],{"categories":1037},[65],{"categories":1039},[65],{"categories":1041},[112],{"categories":1043},[153],{"categories":1045},[107],{"categories":1047},[],{"categories":1049},[65],{"categories":1051},[],{"categories":1053},[65],{"categories":1055},[],{"categories":1057},[153],{"categories":1059},[153],{"categories":1061},[],{"categories":1063},[448],{"categories":1065},[65],{"categories":1067},[205],{"categories":1069},[131],{"categories":1071},[],{"categories":1073},[392],{"categories":1075},[117],{"categories":1077},[112],{"categories":1079},[],{"categories":1081},[],{"categories":1083},[107],{"categories":1085},[156],{"categories":1087},[],{"categories":1089},[234],{"categories":1091},[117],{"categories":1093},[112],{"categories":1095},[117],{"categories":1097},[65],{"categories":1099},[112],{"categories":1101},[65],{"categories":1103},[131],{"categories":1105},[],{"categories":1107},[142],{"categories":1109},[120],{"categories":1111},[65],{"categories":1113},[205],{"categories":1115},[131],{"categories":1117},[112],{"categories":1119},[65],{"categories":1121},[131],{"categories":1123},[65],{"categories":1125},[117],{"categories":1127},[112],{"categories":1129},[65],{"categories":1131},[65],{"categories":1133},[65],{"categories":1135},[65],{"categories":1137},[65],{"categories":1139},[],{"categories":1141},[],{"categories":1143},[131],{"categories":1145},[156],{"categories":1147},[120],{"categories":1149},[65],{"categories":1151},[117],{"categories":1153},[131],{"categories":1155},[131],{"categories":1157},[65],{"categories":1159},[],{"categories":1161},[153],{"categories":1163},[120],{"categories":1165},[120],{"categories":1167},[131],{"categories":1169},[65],{"categories":1171},[578],{"categories":1173},[275],{"categories":1175},[],{"categories":1177},[117],{"categories":1179},[65],{"categories":1181},[],{"categories":1183},[107],{"categories":1185},[],{"categories":1187},[65],{"categories":1189},[65],{"categories":1191},[65],{"categories":1193},[205],{"categories":1195},[234],{"categories":1197},[65],{"categories":1199},[131],{"categories":1201},[65],{"categories":1203},[117],{"categories":1205},[],{"categories":1207},[131],{"categories":1209},[65],{"categories":1211},[107],{"categories":1213},[],{"categories":1215},[112],{"categories":1217},[65],{"categories":1219},[65],{"categories":1221},[153],{"categories":1223},[65,275],{"categories":1225},[65],{"categories":1227},[1228],"Design Systems for AI",{"categories":1230},[65],{"categories":1232},[65],{"categories":1234},[153],{"categories":1236},[65],{"categories":1238},[65],{"categories":1240},[65],{"categories":1242},[112],{"categories":1244},[65],{"categories":1246},[65],{"categories":1248},[65],{"categories":1250},[],{"categories":1252},[65],{"categories":1254},[65],{"categories":1256},[112],{"categories":1258},[65],{"categories":1260},[],{"categories":1262},[117],{"categories":1264},[117],{"categories":1266},[131],{"categories":1268},[153],{"categories":1270},[131],{"categories":1272},[65],{"categories":1274},[205],{"categories":1276},[153],{"categories":1278},[156],{"categories":1280},[65],{"categories":1282},[65],{"categories":1284},[117],{"categories":1286},[107],{"categories":1288},[553],{"categories":1290},[65],{"categories":1292},[117],{"categories":1294},[65],{"categories":1296},[131],{"categories":1298},[131],{"categories":1300},[],{"categories":1302},[],{"categories":1304},[65],{"categories":1306},[117],{"categories":1308},[120],{"categories":1310},[],{"categories":1312},[112],{"categories":1314},[65],{"categories":1316},[],{"categories":1318},[205],{"categories":1320},[131],{"categories":1322},[117],{"categories":1324},[131],{"categories":1326},[205],{"categories":1328},[65],{"categories":1330},[65],{"categories":1332},[205],{"categories":1334},[],{"categories":1336},[],{"categories":1338},[153],{"categories":1340},[117],{"categories":1342},[117],{"categories":1344},[65],{"categories":1346},[65],{"categories":1348},[65],{"categories":1350},[65],{"categories":1352},[112],{"categories":1354},[65],{"categories":1356},[65],{"categories":1358},[],{"categories":1360},[131],{"categories":1362},[131],{"categories":1364},[65],{"categories":1366},[131],{"categories":1368},[112],{"categories":1370},[],{"categories":1372},[65],{"categories":1374},[65],{"categories":1376},[65],{"categories":1378},[65],{"categories":1380},[65],{"categories":1382},[117],{"categories":1384},[107],{"categories":1386},[112],{"categories":1388},[65],{"categories":1390},[117],{"categories":1392},[153],{"categories":1394},[117],{"categories":1396},[142],{"categories":1398},[234],{"categories":1400},[65],{"categories":1402},[117],{"categories":1404},[65],{"categories":1406},[65],{"categories":1408},[65],{"categories":1410},[],{"categories":1412},[205],{"categories":1414},[],{"categories":1416},[65],{"categories":1418},[65],{"categories":1420},[],{"categories":1422},[65],{"categories":1424},[131],{"categories":1426},[112],{"categories":1428},[1429],"Visual & Generative Media",{"categories":1431},[117],{"categories":1433},[],{"categories":1435},[65],{"categories":1437},[65],{"categories":1439},[131],{"categories":1441},[275],{"categories":1443},[65],{"categories":1445},[156],{"categories":1447},[553],{"categories":1449},[131],{"categories":1451},[234],{"categories":1453},[65],{"categories":1455},[205],{"categories":1457},[65],{"categories":1459},[65],{"categories":1461},[131],{"categories":1463},[117],{"categories":1465},[65],{"categories":1467},[],{"categories":1469},[],{"categories":1471},[117],{"categories":1473},[131],{"categories":1475},[107],{"categories":1477},[117],{"categories":1479},[507],{"categories":1481},[65],{"categories":1483},[120],{"categories":1485},[65],{"categories":1487},[112],{"categories":1489},[],{"categories":1491},[65],{"categories":1493},[120],{"categories":1495},[65],{"categories":1497},[65],{"categories":1499},[65],{"categories":1501},[120],{"categories":1503},[65],{"categories":1505},[65],{"categories":1507},[234],{"categories":1509},[65],{"categories":1511},[448],{"categories":1513},[65],{"categories":1515},[117],{"categories":1517},[65],{"categories":1519},[65],{"categories":1521},[65],{"categories":1523},[65],{"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},[65],{"categories":1545},[117],{"categories":1547},[117],{"categories":1549},[65],{"categories":1551},[205,65],{"categories":1553},[107],{"categories":1555},[65],{"categories":1557},[205],{"categories":1559},[],{"categories":1561},[65],{"categories":1563},[107],{"categories":1565},[65],{"categories":1567},[1568],"Medical Imaging & Radiology",{"categories":1570},[65],{"categories":1572},[65],{"categories":1574},[65],{"categories":1576},[205],{"categories":1578},[117],{"categories":1580},[131],{"categories":1582},[],{"categories":1584},[65],{"categories":1586},[65],{"categories":1588},[65],{"categories":1590},[],{"categories":1592},[],{"categories":1594},[65],{"categories":1596},[65],{"categories":1598},[448],{"categories":1600},[65],{"categories":1602},[107],{"categories":1604},[65],{"categories":1606},[65],{"categories":1608},[],{"categories":1610},[117],{"categories":1612},[65],{"categories":1614},[120],{"categories":1616},[131],{"categories":1618},[65],{"categories":1620},[117],{"categories":1622},[448],{"categories":1624},[65],{"categories":1626},[117],{"categories":1628},[65],{"categories":1630},[65],{"categories":1632},[65],{"categories":1634},[205],{"categories":1636},[117],{"categories":1638},[275],{"categories":1640},[205],{"categories":1642},[112],{"categories":1644},[117],{"categories":1646},[153],{"categories":1648},[65],{"categories":1650},[65],{"categories":1652},[120],{"categories":1654},[65],{"categories":1656},[65],{"categories":1658},[65],{"categories":1660},[65],{"categories":1662},[117],{"categories":1664},[65],{"categories":1666},[131],{"categories":1668},[131],{"categories":1670},[65],{"categories":1672},[120],{"categories":1674},[],{"categories":1676},[153],{"categories":1678},[],{"categories":1680},[120],{"categories":1682},[117],{"categories":1684},[65],{"categories":1686},[117],{"categories":1688},[1228],{"categories":1690},[1228],{"categories":1692},[205],{"categories":1694},[65],{"categories":1696},[65],{"categories":1698},[65],{"categories":1700},[117],{"categories":1702},[131],{"categories":1704},[205],{"categories":1706},[117],{"categories":1708},[153],{"categories":1710},[],{"categories":1712},[65],{"categories":1714},[],{"categories":1716},[65],{"categories":1718},[65],{"categories":1720},[65],{"categories":1722},[65],{"categories":1724},[117],{"categories":1726},[1727],"Contract Review & E-Discovery",{"categories":1729},[65],{"categories":1731},[205],{"categories":1733},[65],{"categories":1735},[107],{"categories":1737},[65],{"categories":1739},[153],{"categories":1741},[65],{"categories":1743},[65],{"categories":1745},[234],{"categories":1747},[131],{"categories":1749},[65],{"categories":1751},[65],{"categories":1753},[117],{"categories":1755},[117],{"categories":1757},[876],{"categories":1759},[65],{"categories":1761},[65],{"categories":1763},[117],{"categories":1765},[117],{"categories":1767},[65],{"categories":1769},[65],{"categories":1771},[65],{"categories":1773},[117],{"categories":1775},[65],{"categories":1777},[65],{"categories":1779},[448],{"categories":1781},[425],{"categories":1783},[65],{"categories":1785},[117],{"categories":1787},[65],{"categories":1789},[1790],"Law-Firm Practice & Adoption",{"categories":1792},[65],{"categories":1794},[117],{"categories":1796},[205],{"categories":1798},[65],{"categories":1800},[65],{"categories":1802},[65],{"categories":1804},[],{"categories":1806},[],{"categories":1808},[131],{"categories":1810},[65],{"categories":1812},[],{"categories":1814},[117],{"categories":1816},[107],{"categories":1818},[275],{"categories":1820},[65],{"categories":1822},[],{"categories":1824},[107],{"categories":1826},[112],{"categories":1828},[65],{"categories":1830},[234],{"categories":1832},[],{"categories":1834},[112],{"categories":1836},[117],{"categories":1838},[112],{"categories":1840},[],{"categories":1842},[65],{"categories":1844},[120],{"categories":1846},[65],{"categories":1848},[131],{"categories":1850},[],{"categories":1852},[],{"categories":1854},[],{"categories":1856},[],{"categories":1858},[65],{"categories":1860},[120],{"categories":1862},[117],{"categories":1864},[275],{"categories":1866},[65],{"categories":1868},[107],{"categories":1870},[131],{"categories":1872},[65],{"categories":1874},[65],{"categories":1876},[131],{"categories":1878},[120],{"categories":1880},[65],{"categories":1882},[65],{"categories":1884},[65],{"categories":1886},[903],{"categories":1888},[65],{"categories":1890},[131],{"categories":1892},[65],{"categories":1894},[234],{"categories":1896},[131],{"categories":1898},[112],{"categories":1900},[65],{"categories":1902},[65],{"categories":1904},[65],{"categories":1906},[205],{"categories":1908},[65],{"categories":1910},[65],{"categories":1912},[65],{"categories":1914},[65],{"categories":1916},[112],{"categories":1918},[117],{"categories":1920},[65,107],{"categories":1922},[448],{"categories":1924},[65],{"categories":1926},[65],{"categories":1928},[131],{"categories":1930},[131],{"categories":1932},[205],{"categories":1934},[117],{"categories":1936},[117],{"categories":1938},[131],{"categories":1940},[65],{"categories":1942},[65],{"categories":1944},[65],{"categories":1946},[],{"categories":1948},[],{"categories":1950},[65],{"categories":1952},[156],{"categories":1954},[65],{"categories":1956},[117],{"categories":1958},[],{"categories":1960},[65],{"categories":1962},[65],{"categories":1964},[131],{"categories":1966},[156],{"categories":1968},[153],{"categories":1970},[205],{"categories":1972},[65],{"categories":1974},[117],{"categories":1976},[65],{"categories":1978},[131],{"categories":1980},[],{"categories":1982},[117],{"categories":1984},[65],{"categories":1986},[65],{"categories":1988},[65],{"categories":1990},[65],{"categories":1992},[],{"categories":1994},[117],{"categories":1996},[65],{"categories":1998},[65],{"categories":2000},[65],{"categories":2002},[],{"categories":2004},[117],{"categories":2006},[65],{"categories":2008},[65],{"categories":2010},[112],{"categories":2012},[65],{"categories":2014},[65],{"categories":2016},[],{"categories":2018},[107],{"categories":2020},[65],{"categories":2022},[65],{"categories":2024},[65],{"categories":2026},[205],{"categories":2028},[65],{"categories":2030},[131],{"categories":2032},[65],{"categories":2034},[107],{"categories":2036},[65],{"categories":2038},[131],{"categories":2040},[234],{"categories":2042},[117],{"categories":2044},[117],{"categories":2046},[65],{"categories":2048},[65],{"categories":2050},[65,205],{"categories":2052},[65],{"categories":2054},[117],{"categories":2056},[153],{"categories":2058},[65],{"categories":2060},[153],{"categories":2062},[117],{"categories":2064},[205],{"categories":2066},[65],{"categories":2068},[],{"categories":2070},[131],{"categories":2072},[275],{"categories":2074},[205],{"categories":2076},[131],{"categories":2078},[65],{"categories":2080},[120],{"categories":2082},[65],{"categories":2084},[65],{"categories":2086},[117],{"categories":2088},[],{"categories":2090},[],{"categories":2092},[65],{"categories":2094},[],{"categories":2096},[],{"categories":2098},[120],{"categories":2100},[131],{"categories":2102},[65],{"categories":2104},[117],{"categories":2106},[117],{"categories":2108},[112],{"categories":2110},[117],{"categories":2112},[275],{"categories":2114},[65],{"categories":2116},[65],{"categories":2118},[65],{"categories":2120},[142],{"categories":2122},[65],{"categories":2124},[65],{"categories":2126},[65],{"categories":2128},[131],{"categories":2130},[117],{"categories":2132},[65],{"categories":2134},[65],{"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},[65],{"categories":2158},[117],{"categories":2160},[],{"categories":2162},[],{"categories":2164},[65],{"categories":2166},[234],{"categories":2168},[65],{"categories":2170},[234],{"categories":2172},[117],{"categories":2174},[65],{"categories":2176},[65],{"categories":2178},[131],{"categories":2180},[120],{"categories":2182},[],{"categories":2184},[65],{"categories":2186},[65],{"categories":2188},[131],{"categories":2190},[1727],{"categories":2192},[205],{"categories":2194},[205],{"categories":2196},[65],{"categories":2198},[117],{"categories":2200},[107],{"categories":2202},[65],{"categories":2204},[65],{"categories":2206},[65],{"categories":2208},[65],{"categories":2210},[205],{"categories":2212},[205],{"categories":2214},[117],{"categories":2216},[117],{"categories":2218},[117],{"categories":2220},[65],{"categories":2222},[65],{"categories":2224},[],{"categories":2226},[65],{"categories":2228},[],{"categories":2230},[2231],"Interaction & Product Design",{"categories":2233},[65],{"categories":2235},[117],{"categories":2237},[131],{"categories":2239},[304],{"categories":2241},[153],{"categories":2243},[131],{"categories":2245},[65],{"categories":2247},[65],{"categories":2249},[65],{"categories":2251},[131],{"categories":2253},[65],{"categories":2255},[107],{"categories":2257},[117],{"categories":2259},[65],{"categories":2261},[],{"categories":2263},[117],{"categories":2265},[117],{"categories":2267},[117],{"categories":2269},[],{"categories":2271},[131],{"categories":2273},[65],{"categories":2275},[117],{"categories":2277},[107],{"categories":2279},[2231],{"categories":2281},[65],{"categories":2283},[107],{"categories":2285},[107],{"categories":2287},[],{"categories":2289},[117],{"categories":2291},[131],{"categories":2293},[],{"categories":2295},[117],{"categories":2297},[153],{"categories":2299},[65],{"categories":2301},[117],{"categories":2303},[65],{"categories":2305},[117],{"categories":2307},[117],{"categories":2309},[65],{"categories":2311},[65],{"categories":2313},[153],{"categories":2315},[156],{"categories":2317},[65],{"categories":2319},[120],{"categories":2321},[131],{"categories":2323},[2324],"Coding Agents & Dev Productivity",{"categories":2326},[153],{"categories":2328},[205],{"categories":2330},[65],{"categories":2332},[65],{"categories":2334},[],{"categories":2336},[65],{"categories":2338},[876],{"categories":2340},[],{"categories":2342},[65],{"categories":2344},[65],{"categories":2346},[275],{"categories":2348},[65],{"categories":2350},[153],{"categories":2352},[],{"categories":2354},[],{"categories":2356},[65],{"categories":2358},[],{"categories":2360},[117],{"categories":2362},[65],{"categories":2364},[],{"categories":2366},[131],{"categories":2368},[131],{"categories":2370},[65],{"categories":2372},[156],{"categories":2374},[],{"categories":2376},[65],{"categories":2378},[65],{"categories":2380},[65],{"categories":2382},[156],{"categories":2384},[131],{"categories":2386},[117],{"categories":2388},[],{"categories":2390},[],{"categories":2392},[65],{"categories":2394},[65],{"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},[65],{"categories":2418},[107],{"categories":2420},[2231],{"categories":2422},[120],{"categories":2424},[65,275],{"categories":2426},[156],{"categories":2428},[],{"categories":2430},[205],{"categories":2432},[117],{"categories":2434},[131],{"categories":2436},[107],{"categories":2438},[65],{"categories":2440},[117],{"categories":2442},[2443],"The Designer's Role & Craft",{"categories":2445},[205],{"categories":2447},[],{"categories":2449},[117],{"categories":2451},[65],{"categories":2453},[117],{"categories":2455},[117],{"categories":2457},[65],{"categories":2459},[234],{"categories":2461},[65],{"categories":2463},[131],{"categories":2465},[65],{"categories":2467},[205],{"categories":2469},[65],{"categories":2471},[],{"categories":2473},[117],{"categories":2475},[205],{"categories":2477},[120],{"categories":2479},[65],{"categories":2481},[65],{"categories":2483},[65],{"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},[65],{"categories":2502},[117],{"categories":2504},[65],{"categories":2506},[1228],{"categories":2508},[],{"categories":2510},[234],{"categories":2512},[117],{"categories":2514},[153],{"categories":2516},[131],{"categories":2518},[65],{"categories":2520},[117],{"categories":2522},[],{"categories":2524},[],{"categories":2526},[65],{"categories":2528},[65],{"categories":2530},[117],{"categories":2532},[65],{"categories":2534},[117],{"categories":2536},[369],{"categories":2538},[205],{"categories":2540},[65],{"categories":2542},[153],{"categories":2544},[131],{"categories":2546},[65],{"categories":2548},[117],{"categories":2550},[117],{"categories":2552},[],{"categories":2554},[65],{"categories":2556},[],{"categories":2558},[65],{"categories":2560},[],{"categories":2562},[65],{"categories":2564},[65],{"categories":2566},[65],{"categories":2568},[117],{"categories":2570},[131],{"categories":2572},[],{"categories":2574},[],{"categories":2576},[156],{"categories":2578},[142],{"categories":2580},[65],{"categories":2582},[65],{"categories":2584},[65],{"categories":2586},[156],{"categories":2588},[65],{"categories":2590},[65],{"categories":2592},[153],{"categories":2594},[65],{"categories":2596},[65],{"categories":2598},[65],{"categories":2600},[117],{"categories":2602},[65],{"categories":2604},[117],{"categories":2606},[65],{"categories":2608},[65],{"categories":2610},[65],{"categories":2612},[117],{"categories":2614},[],{"categories":2616},[65],{"categories":2618},[],{"categories":2620},[65],{"categories":2622},[65],{"categories":2624},[275],{"categories":2626},[65],{"categories":2628},[],{"categories":2630},[],{"categories":2632},[205],{"categories":2634},[903],{"categories":2636},[117],{"categories":2638},[107],{"categories":2640},[2443],{"categories":2642},[],{"categories":2644},[],{"categories":2646},[65],{"categories":2648},[],{"categories":2650},[],{"categories":2652},[131],{"categories":2654},[153],{"categories":2656},[234],{"categories":2658},[117],{"categories":2660},[112],{"categories":2662},[65],{"categories":2664},[65],{"categories":2666},[112],{"categories":2668},[],{"categories":2670},[205],{"categories":2672},[120],{"categories":2674},[65],{"categories":2676},[65],{"categories":2678},[117],{"categories":2680},[112],{"categories":2682},[65],{"categories":2684},[65],{"categories":2686},[107],{"categories":2688},[65],{"categories":2690},[65],{"categories":2692},[],{"categories":2694},[107],{"categories":2696},[65],{"categories":2698},[234],{"categories":2700},[117],{"categories":2702},[153],{"categories":2704},[65],{"categories":2706},[131],{"categories":2708},[65],{"categories":2710},[65],{"categories":2712},[112],{"categories":2714},[65],{"categories":2716},[65],{"categories":2718},[65],{"categories":2720},[117],{"categories":2722},[65],{"categories":2724},[],{"categories":2726},[65],{"categories":2728},[131],{"categories":2730},[107],{"categories":2732},[65],{"categories":2734},[65],{"categories":2736},[65],{"categories":2738},[],{"categories":2740},[65],{"categories":2742},[448],{"categories":2744},[117],{"categories":2746},[112],{"categories":2748},[153],{"categories":2750},[65],{"categories":2752},[65],{"categories":2754},[],{"categories":2756},[112],{"categories":2758},[112],{"categories":2760},[65],{"categories":2762},[65],{"categories":2764},[120],{"categories":2766},[65],{"categories":2768},[65],{"categories":2770},[65],{"categories":2772},[65],{"categories":2774},[131],{"categories":2776},[131],{"categories":2778},[65],{"categories":2780},[],{"categories":2782},[131],{"categories":2784},[65],{"categories":2786},[131],{"categories":2788},[117],{"categories":2790},[553],{"categories":2792},[],{"categories":2794},[],{"categories":2796},[65],{"categories":2798},[153],{"categories":2800},[],{"categories":2802},[275],{"categories":2804},[65],{"categories":2806},[65],{"categories":2808},[65],{"categories":2810},[205],{"categories":2812},[865],{"categories":2814},[],{"categories":2816},[65],{"categories":2818},[65],{"categories":2820},[65],{"categories":2822},[131],{"categories":2824},[65],{"categories":2826},[65],{"categories":2828},[65,275],{"categories":2830},[65],{"categories":2832},[65],{"categories":2834},[205],{"categories":2836},[117],{"categories":2838},[],{"categories":2840},[117],{"categories":2842},[117],{"categories":2844},[65],{"categories":2846},[65],{"categories":2848},[65],{"categories":2850},[65],{"categories":2852},[156],{"categories":2854},[65],{"categories":2856},[2486],{"categories":2858},[107],{"categories":2860},[156],{"categories":2862},[107],{"categories":2864},[131],{"categories":2866},[205],{"categories":2868},[117],{"categories":2870},[65],{"categories":2872},[],{"categories":2874},[112],{"categories":2876},[65],{"categories":2878},[65],{"categories":2880},[153],{"categories":2882},[65],{"categories":2884},[65],{"categories":2886},[65],{"categories":2888},[117],{"categories":2890},[65],{"categories":2892},[65],{"categories":2894},[65],{"categories":2896},[112],{"categories":2898},[],{"categories":2900},[275],{"categories":2902},[65],{"categories":2904},[369],{"categories":2906},[205],{"categories":2908},[205],{"categories":2910},[131],{"categories":2912},[117],{"categories":2914},[65],{"categories":2916},[112],{"categories":2918},[153],{"categories":2920},[65],{"categories":2922},[65],{"categories":2924},[65],{"categories":2926},[205],{"categories":2928},[117],{"categories":2930},[117],{"categories":2932},[65],{"categories":2934},[65],{"categories":2936},[507],{"categories":2938},[117],{"categories":2940},[],{"categories":2942},[65],{"categories":2944},[65],{"categories":2946},[65],{"categories":2948},[],{"categories":2950},[],{"categories":2952},[65],{"categories":2954},[65],{"categories":2956},[117],{"categories":2958},[65],{"categories":2960},[65],{"categories":2962},[65],{"categories":2964},[131],{"categories":2966},[65],{"categories":2968},[65],{"categories":2970},[117],{"categories":2972},[65],{"categories":2974},[65],{"categories":2976},[65],{"categories":2978},[65],{"categories":2980},[65],{"categories":2982},[],{"categories":2984},[131],{"categories":2986},[156],{"categories":2988},[65],{"categories":2990},[117],{"categories":2992},[117],{"categories":2994},[65],{"categories":2996},[65],{"categories":2998},[],{"categories":3000},[],{"categories":3002},[65],{"categories":3004},[65],{"categories":3006},[65],{"categories":3008},[153],{"categories":3010},[156],{"categories":3012},[],{"categories":3014},[65],{"categories":3016},[205],{"categories":3018},[65],{"categories":3020},[275],{"categories":3022},[1790],{"categories":3024},[153],{"categories":3026},[131],{"categories":3028},[65],{"categories":3030},[131],{"categories":3032},[131],{"categories":3034},[65],{"categories":3036},[65],{"categories":3038},[131],{"categories":3040},[153],{"categories":3042},[153],{"categories":3044},[275],{"categories":3046},[117],{"categories":3048},[],{"categories":3050},[153],{"categories":3052},[65],{"categories":3054},[117],{"categories":3056},[107],{"categories":3058},[131],{"categories":3060},[65],{"categories":3062},[153],{"categories":3064},[],{"categories":3066},[65],{"categories":3068},[131],{"categories":3070},[131],{"categories":3072},[156],{"categories":3074},[65],{"categories":3076},[153],{"categories":3078},[65],{"categories":3080},[131],{"categories":3082},[117],{"categories":3084},[117],{"categories":3086},[153],{"categories":3088},[117],{"categories":3090},[275],{"categories":3092},[117],{"categories":3094},[65],{"categories":3096},[65],{"categories":3098},[65],{"categories":3100},[65],{"categories":3102},[131],{"categories":3104},[65],{"categories":3106},[],{"categories":3108},[117],{"categories":3110},[112],{"categories":3112},[131],{"categories":3114},[],{"categories":3116},[],{"categories":3118},[65],{"categories":3120},[117],{"categories":3122},[65],{"categories":3124},[65],{"categories":3126},[3127],"Frameworks & Tooling",{"categories":3129},[65],{"categories":3131},[65],{"categories":3133},[131],{"categories":3135},[65],{"categories":3137},[65],{"categories":3139},[],{"categories":3141},[156],{"categories":3143},[156],{"categories":3145},[107],{"categories":3147},[65],{"categories":3149},[117],{"categories":3151},[65],{"categories":3153},[205],{"categories":3155},[],{"categories":3157},[1790],{"categories":3159},[65],{"categories":3161},[131],{"categories":3163},[65],{"categories":3165},[275],{"categories":3167},[275],{"categories":3169},[],{"categories":3171},[117],{"categories":3173},[117],{"categories":3175},[65],{"categories":3177},[65],{"categories":3179},[153],{"categories":3181},[117],{"categories":3183},[153],{"categories":3185},[65],{"categories":3187},[117],{"categories":3189},[],{"categories":3191},[205],{"categories":3193},[65],{"categories":3195},[65],{"categories":3197},[],{"categories":3199},[65],{"categories":3201},[117],{"categories":3203},[65],{"categories":3205},[65],{"categories":3207},[65],{"categories":3209},[],{"categories":3211},[131],{"categories":3213},[65],{"categories":3215},[131],{"categories":3217},[275],{"categories":3219},[65],{"categories":3221},[65],{"categories":3223},[65],{"categories":3225},[131],{"categories":3227},[112],{"categories":3229},[65],{"categories":3231},[1790],{"categories":3233},[],{"categories":3235},[117],{"categories":3237},[107],{"categories":3239},[65],{"categories":3241},[107],{"categories":3243},[65],{"categories":3245},[],{"categories":3247},[117],{"categories":3249},[65],{"categories":3251},[65],{"categories":3253},[3254],"AI Design Tooling",{"categories":3256},[205],{"categories":3258},[65],{"categories":3260},[65],{"categories":3262},[131],{"categories":3264},[205],{"categories":3266},[65],{"categories":3268},[65],{"categories":3270},[131],{"categories":3272},[153],{"categories":3274},[120],{"categories":3276},[131],{"categories":3278},[65],{"categories":3280},[65],{"categories":3282},[65],{"categories":3284},[117],{"categories":3286},[65],{"categories":3288},[],{"categories":3290},[117],{"categories":3292},[65],{"categories":3294},[65],{"categories":3296},[117],{"categories":3298},[65],{"categories":3300},[65],{"categories":3302},[65],{"categories":3304},[117],{"categories":3306},[],{"categories":3308},[117],{"categories":3310},[3127],{"categories":3312},[65],{"categories":3314},[65],{"categories":3316},[117],{"categories":3318},[117],{"categories":3320},[131],{"categories":3322},[131],{"categories":3324},[65],{"categories":3326},[],{"categories":3328},[131],{"categories":3330},[65],{"categories":3332},[65],{"categories":3334},[117],{"categories":3336},[112],{"categories":3338},[65],{"categories":3340},[],{"categories":3342},[65],{"categories":3344},[65],{"categories":3346},[2231],{"categories":3348},[],{"categories":3350},[65],{"categories":3352},[65],{"categories":3354},[65],{"categories":3356},[65],{"categories":3358},[205],{"categories":3360},[65],{"categories":3362},[],{"categories":3364},[65],{"categories":3366},[65],{"categories":3368},[65],{"categories":3370},[65],{"categories":3372},[234],{"categories":3374},[153],{"categories":3376},[65],{"categories":3378},[65],{"categories":3380},[1790],{"categories":3382},[107],{"categories":3384},[65],{"categories":3386},[65],{"categories":3388},[156],{"categories":3390},[65],{"categories":3392},[65],{"categories":3394},[153],{"categories":3396},[117],{"categories":3398},[],{"categories":3400},[65],{"categories":3402},[65],{"categories":3404},[205],{"categories":3406},[65],{"categories":3408},[234],{"categories":3410},[117],{"categories":3412},[65],{"categories":3414},[117],{"categories":3416},[],{"categories":3418},[],{"categories":3420},[],{"categories":3422},[107],{"categories":3424},[153],{"categories":3426},[117],{"categories":3428},[65],{"categories":3430},[65],{"categories":3432},[65],{"categories":3434},[65],{"categories":3436},[392],{"categories":3438},[205],{"categories":3440},[117],{"categories":3442},[65],{"categories":3444},[],{"categories":3446},[117],{"categories":3448},[117],{"categories":3450},[],{"categories":3452},[65],{"categories":3454},[117],{"categories":3456},[65],{"categories":3458},[],{"categories":3460},[65],{"categories":3462},[65],{"categories":3464},[65],{"categories":3466},[153],{"categories":3468},[205],{"categories":3470},[117],{"categories":3472},[205],{"categories":3474},[117],{"categories":3476},[65],{"categories":3478},[112],{"categories":3480},[],{"categories":3482},[],{"categories":3484},[65],{"categories":3486},[65],{"categories":3488},[65],{"categories":3490},[107],{"categories":3492},[117],{"categories":3494},[153],{"categories":3496},[],{"categories":3498},[205],{"categories":3500},[],{"categories":3502},[131],{"categories":3504},[65],{"categories":3506},[131],{"categories":3508},[205],{"categories":3510},[131],{"categories":3512},[65],{"categories":3514},[],{"categories":3516},[65],{"categories":3518},[65],{"categories":3520},[],{"categories":3522},[65],{"categories":3524},[65],{"categories":3526},[234],{"categories":3528},[65],{"categories":3530},[65],{"categories":3532},[275],{"categories":3534},[131],{"categories":3536},[65],{"categories":3538},[],{"categories":3540},[117],{"categories":3542},[65],{"categories":3544},[107],{"categories":3546},[507],{"categories":3548},[65],{"categories":3550},[65],{"categories":3552},[117],{"categories":3554},[65],{"categories":3556},[117],{"categories":3558},[65],{"categories":3560},[65],{"categories":3562},[65],{"categories":3564},[65],{"categories":3566},[],{"categories":3568},[65],{"categories":3570},[107],{"categories":3572},[65],{"categories":3574},[112],{"categories":3576},[131],{"categories":3578},[205],{"categories":3580},[],{"categories":3582},[65],{"categories":3584},[],{"categories":3586},[117],{"categories":3588},[65],{"categories":3590},[],{"categories":3592},[117],{"categories":3594},[65],{"categories":3596},[131],{"categories":3598},[205],{"categories":3600},[153],{"categories":3602},[65],{"categories":3604},[153],{"categories":3606},[117],{"categories":3608},[205],{"categories":3610},[65],{"categories":3612},[],{"categories":3614},[65],{"categories":3616},[142],{"categories":3618},[117],{"categories":3620},[65],{"categories":3622},[205],{"categories":3624},[153],{"categories":3626},[112],{"categories":3628},[131],{"categories":3630},[65],{"categories":3632},[65],{"categories":3634},[65],{"categories":3636},[65],{"categories":3638},[153],{"categories":3640},[234],{"categories":3642},[],{"categories":3644},[],{"categories":3646},[156],{"categories":3648},[448],{"categories":3650},[65],{"categories":3652},[117],{"categories":3654},[65,131],{"categories":3656},[153],{"categories":3658},[65],{"categories":3660},[65],{"categories":3662},[65],{"categories":3664},[65],{"categories":3666},[65],{"categories":3668},[65],{"categories":3670},[65],{"categories":3672},[117],{"categories":3674},[65],{"categories":3676},[117],{"categories":3678},[65],{"categories":3680},[65],{"categories":3682},[65],{"categories":3684},[],{"categories":3686},[65],{"categories":3688},[1228],{"categories":3690},[131],{"categories":3692},[205],{"categories":3694},[65],{"categories":3696},[65],{"categories":3698},[65],{"categories":3700},[156],{"categories":3702},[117],{"categories":3704},[234],{"categories":3706},[275],{"categories":3708},[],{"categories":3710},[131],{"categories":3712},[65],{"categories":3714},[112],{"categories":3716},[117],{"categories":3718},[107],{"categories":3720},[117],{"categories":3722},[65],{"categories":3724},[117],{"categories":3726},[117],{"categories":3728},[120],{"categories":3730},[131],{"categories":3732},[65],{"categories":3734},[65],{"categories":3736},[],{"categories":3738},[],{"categories":3740},[],{"categories":3742},[275],{"categories":3744},[65],{"categories":3746},[153],{"categories":3748},[65],{"categories":3750},[65],{"categories":3752},[65],{"categories":3754},[65],{"categories":3756},[],{"categories":3758},[65],{"categories":3760},[156],{"categories":3762},[112],{"categories":3764},[117],{"categories":3766},[65],{"categories":3768},[],{"categories":3770},[65],{"categories":3772},[117],{"categories":3774},[65],{"categories":3776},[275],{"categories":3778},[],{"categories":3780},[205],{"categories":3782},[205],{"categories":3784},[65],{"categories":3786},[117],{"categories":3788},[],{"categories":3790},[131],{"categories":3792},[65],{"categories":3794},[205],{"categories":3796},[65],{"categories":3798},[112],{"categories":3800},[117],{"categories":3802},[65],{"categories":3804},[],{"categories":3806},[153],{"categories":3808},[65],{"categories":3810},[65],{"categories":3812},[65],{"categories":3814},[205],{"categories":3816},[117],{"categories":3818},[153],{"categories":3820},[],{"categories":3822},[117],{"categories":3824},[112],{"categories":3826},[117],{"categories":3828},[205],{"categories":3830},[65],{"categories":3832},[65],{"categories":3834},[65],{"categories":3836},[448],{"categories":3838},[65],{"categories":3840},[117],{"categories":3842},[],{"categories":3844},[65],{"categories":3846},[65],{"categories":3848},[275],{"categories":3850},[153],{"categories":3852},[156],{"categories":3854},[553],{"categories":3856},[156],{"categories":3858},[156],{"categories":3860},[65],{"categories":3862},[],{"categories":3864},[],{"categories":3866},[],{"categories":3868},[117],{"categories":3870},[65],{"categories":3872},[117],{"categories":3874},[117],{"categories":3876},[131],{"categories":3878},[65],{"categories":3880},[425],{"categories":3882},[131],{"categories":3884},[117],{"categories":3886},[65],{"categories":3888},[65],{"categories":3890},[65],{"categories":3892},[65],{"categories":3894},[65],{"categories":3896},[117],{"categories":3898},[65],{"categories":3900},[],{"categories":3902},[],{"categories":3904},[65],{"categories":3906},[],{"categories":3908},[65],{"categories":3910},[117],{"categories":3912},[205],{"categories":3914},[65],{"categories":3916},[65],{"categories":3918},[],{"categories":3920},[117],{"categories":3922},[65],{"categories":3924},[65],{"categories":3926},[120],{"categories":3928},[65],{"categories":3930},[205],{"categories":3932},[65],{"categories":3934},[117],{"categories":3936},[112],{"categories":3938},[65],{"categories":3940},[65],{"categories":3942},[234],{"categories":3944},[117],{"categories":3946},[65],{"categories":3948},[65],{"categories":3950},[865],{"categories":3952},[65],{"categories":3954},[117],{"categories":3956},[65],{"categories":3958},[131],{"categories":3960},[65],{"categories":3962},[507],{"categories":3964},[205],{"categories":3966},[],{"categories":3968},[65],{"categories":3970},[65],{"categories":3972},[153],{"categories":3974},[448],{"categories":3976},[117],{"categories":3978},[65],{"categories":3980},[],{"categories":3982},[153],{"categories":3984},[369],{"categories":3986},[117],{"categories":3988},[117],{"categories":3990},[117],{"categories":3992},[65],{"categories":3994},[65],{"categories":3996},[117],{"categories":3998},[],{"categories":4000},[112],{"categories":4002},[65],{"categories":4004},[112],{"categories":4006},[117],{"categories":4008},[],{"categories":4010},[131],{"categories":4012},[65],{"categories":4014},[65],{"categories":4016},[107],{"categories":4018},[65],{"categories":4020},[153],{"categories":4022},[275],{"categories":4024},[142],{"categories":4026},[117],{"categories":4028},[117],{"categories":4030},[65],{"categories":4032},[65],{"categories":4034},[117],{"categories":4036},[65],{"categories":4038},[107],{"categories":4040},[],{"categories":4042},[117],{"categories":4044},[65],{"categories":4046},[65],{"categories":4048},[65],{"categories":4050},[117],{"categories":4052},[65],{"categories":4054},[],{"categories":4056},[65],{"categories":4058},[],{"categories":4060},[205],{"categories":4062},[117],{"categories":4064},[65,112],{"categories":4066},[117],{"categories":4068},[65],{"categories":4070},[],{"categories":4072},[107],{"categories":4074},[156],{"categories":4076},[112],{"categories":4078},[65],{"categories":4080},[131],{"categories":4082},[65],{"categories":4084},[65],{"categories":4086},[117],{"categories":4088},[65],{"categories":4090},[65],{"categories":4092},[65],{"categories":4094},[153],{"categories":4096},[1228],{"categories":4098},[117],{"categories":4100},[65],{"categories":4102},[],{"categories":4104},[],{"categories":4106},[65],{"categories":4108},[117],{"categories":4110},[65],{"categories":4112},[65],{"categories":4114},[275],{"categories":4116},[],{"categories":4118},[65],{"categories":4120},[117],{"categories":4122},[142],{"categories":4124},[117],{"categories":4126},[448],{"categories":4128},[],{"categories":4130},[392],{"categories":4132},[117],{"categories":4134},[65],{"categories":4136},[65],{"categories":4138},[234],{"categories":4140},[117],{"categories":4142},[65],{"categories":4144},[156],{"categories":4146},[120],{"categories":4148},[117],{"categories":4150},[65],{"categories":4152},[448],{"categories":4154},[65],{"categories":4156},[275],{"categories":4158},[112],{"categories":4160},[],{"categories":4162},[65],{"categories":4164},[65],{"categories":4166},[234],{"categories":4168},[205],{"categories":4170},[65],{"categories":4172},[65],{"categories":4174},[65],{"categories":4176},[],{"categories":4178},[234],{"categories":4180},[153],{"categories":4182},[65],{"categories":4184},[65],{"categories":4186},[65],{"categories":4188},[553],{"categories":4190},[107],{"categories":4192},[65],{"categories":4194},[120],{"categories":4196},[65],{"categories":4198},[],{"categories":4200},[],{"categories":4202},[205],{"categories":4204},[65],{"categories":4206},[156],{"categories":4208},[234],{"categories":4210},[117],{"categories":4212},[65],{"categories":4214},[65],{"categories":4216},[234],{"categories":4218},[153],{"categories":4220},[65],{"categories":4222},[],{"categories":4224},[65],{"categories":4226},[65],{"categories":4228},[],{"categories":4230},[65],{"categories":4232},[65],{"categories":4234},[578],{"categories":4236},[65],{"categories":4238},[65],{"categories":4240},[117],{"categories":4242},[131],{"categories":4244},[448],{"categories":4246},[65],{"categories":4248},[65],{"categories":4250},[65],{"categories":4252},[],{"categories":4254},[65,131],{"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},[65],{"categories":4274},[107],{"categories":4276},[],{"categories":4278},[],{"categories":4280},[117],{"categories":4282},[65],{"categories":4284},[131],{"categories":4286},[65],{"categories":4288},[107],{"categories":4290},[131],{"categories":4292},[131],{"categories":4294},[65],{"categories":4296},[234],{"categories":4298},[65],{"categories":4300},[131],{"categories":4302},[65],{"categories":4304},[],{"categories":4306},[65],{"categories":4308},[65],{"categories":4310},[205,65],{"categories":4312},[275],{"categories":4314},[107],{"categories":4316},[65],{"categories":4318},[],{"categories":4320},[65],{"categories":4322},[65],{"categories":4324},[112],{"categories":4326},[65],{"categories":4328},[112],{"categories":4330},[65],{"categories":4332},[65],{"categories":4334},[369],{"categories":4336},[65],{"categories":4338},[112],{"categories":4340},[131],{"categories":4342},[156],{"categories":4344},[117],{"categories":4346},[65],{"categories":4348},[131],{"categories":4350},[65],{"categories":4352},[65],{"categories":4354},[153],{"categories":4356},[234],{"categories":4358},[205],{"categories":4360},[65],{"categories":4362},[65],{"categories":4364},[65],{"categories":4366},[65],{"categories":4368},[107],{"categories":4370},[65],{"categories":4372},[117],{"categories":4374},[117],{"categories":4376},[131],{"categories":4378},[153],{"categories":4380},[131],{"categories":4382},[131],{"categories":4384},[65],{"categories":4386},[65],{"categories":4388},[],{"categories":4390},[],{"categories":4392},[156],{"categories":4394},[65],{"categories":4396},[131],{"categories":4398},[65],{"categories":4400},[205],{"categories":4402},[448],{"categories":4404},[392],{"categories":4406},[369],{"categories":4408},[65],{"categories":4410},[65],{"categories":4412},[65],{"categories":4414},[156],{"categories":4416},[65],{"categories":4418},[65],{"categories":4420},[65],{"categories":4422},[65],{"categories":4424},[65],{"categories":4426},[65],{"categories":4428},[65],{"categories":4430},[117],{"categories":4432},[107],{"categories":4434},[117],{"categories":4436},[65,112],{"categories":4438},[],{"categories":4440},[205],{"categories":4442},[],{"categories":4444},[120],{"categories":4446},[65],{"categories":4448},[153],{"categories":4450},[107],{"categories":4452},[65],{"categories":4454},[107],{"categories":4456},[117],{"categories":4458},[156],{"categories":4460},[117],{"categories":4462},[120],{"categories":4464},[117],{"categories":4466},[65],{"categories":4468},[65],{"categories":4470},[112],{"categories":4472},[117],{"categories":4474},[131],{"categories":4476},[234],{"categories":4478},[65],{"categories":4480},[65],{"categories":4482},[],{"categories":4484},[153],{"categories":4486},[65],{"categories":4488},[65],{"categories":4490},[65],{"categories":4492},[65],{"categories":4494},[65],{"categories":4496},[65],{"categories":4498},[131],{"categories":4500},[153],{"categories":4502},[131],{"categories":4504},[131],{"categories":4506},[65],{"categories":4508},[65],{"categories":4510},[65],{"categories":4512},[65],{"categories":4514},[392],{"categories":4516},[65],{"categories":4518},[117],{"categories":4520},[153],{"categories":4522},[65],{"categories":4524},[65],{"categories":4526},[65],{"categories":4528},[117],{"categories":4530},[65],{"categories":4532},[65],{"categories":4534},[65],{"categories":4536},[3127],{"categories":4538},[4539],"Clinical AI",{"categories":4541},[205],{"categories":4543},[65],{"categories":4545},[65],{"categories":4547},[65],{"categories":4549},[65],{"categories":4551},[275],{"categories":4553},[2486],{"categories":4555},[65],{"categories":4557},[120],{"categories":4559},[205],{"categories":4561},[65],{"categories":4563},[117],{"categories":4565},[65],{"categories":4567},[65],{"categories":4569},[153],{"categories":4571},[65],{"categories":4573},[117],{"categories":4575},[131],{"categories":4577},[234],{"categories":4579},[65],{"categories":4581},[65],{"categories":4583},[112],{"categories":4585},[65],{"categories":4587},[65],{"categories":4589},[507],{"categories":4591},[65],{"categories":4593},[],{"categories":4595},[117],{"categories":4597},[65],{"categories":4599},[131],{"categories":4601},[107],{"categories":4603},[65],{"categories":4605},[],{"categories":4607},[],{"categories":4609},[65],{"categories":4611},[],{"categories":4613},[112],{"categories":4615},[65],{"categories":4617},[65],{"categories":4619},[117],{"categories":4621},[65],{"categories":4623},[153],{"categories":4625},[153],{"categories":4627},[153],{"categories":4629},[153],{"categories":4631},[],{"categories":4633},[107],{"categories":4635},[117],{"categories":4637},[153],{"categories":4639},[65],{"categories":4641},[578],{"categories":4643},[120],{"categories":4645},[117],{"categories":4647},[65],{"categories":4649},[107],{"categories":4651},[65],{"categories":4653},[117],{"categories":4655},[65],{"categories":4657},[65],{"categories":4659},[65],{"categories":4661},[65,117],{"categories":4663},[117],{"categories":4665},[275],{"categories":4667},[153],{"categories":4669},[117],{"categories":4671},[153],{"categories":4673},[117],{"categories":4675},[65],{"categories":4677},[],{"categories":4679},[153],{"categories":4681},[234],{"categories":4683},[107],{"categories":4685},[65],{"categories":4687},[65],{"categories":4689},[],{"categories":4691},[131],{"categories":4693},[],{"categories":4695},[107],{"categories":4697},[117],{"categories":4699},[153],{"categories":4701},[65],{"categories":4703},[153],{"categories":4705},[107],{"categories":4707},[153],{"categories":4709},[153],{"categories":4711},[],{"categories":4713},[112],{"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},[107],{"categories":4741},[65],{"categories":4743},[65],{"categories":4745},[117],{"categories":4747},[117],{"categories":4749},[],{"categories":4751},[65],{"categories":4753},[65,107],{"categories":4755},[],{"categories":4757},[117],{"categories":4759},[65],{"categories":4761},[153],{"categories":4763},[117],{"categories":4765},[903],{"categories":4767},[65],{"categories":4769},[65],{"categories":4771},[65],{"categories":4773},[65],{"categories":4775},[65],{"categories":4777},[369],{"categories":4779},[65],{"categories":4781},[65],{"categories":4783},[117],{"categories":4785},[65],{"categories":4787},[65],{"categories":4789},[112],{"categories":4791},[120],{"categories":4793},[117],{"categories":4795},[117],{"categories":4797},[],{"categories":4799},[117],{"categories":4801},[205],{"categories":4803},[153],{"categories":4805},[65],{"categories":4807},[],{"categories":4809},[120],{"categories":4811},[],{"categories":4813},[131],{"categories":4815},[65],{"categories":4817},[117],{"categories":4819},[205],{"categories":4821},[65],{"categories":4823},[],{"categories":4825},[65],{"categories":4827},[65],{"categories":4829},[],{"categories":4831},[234],{"categories":4833},[65],{"categories":4835},[117],{"categories":4837},[],{"categories":4839},[],{"categories":4841},[153],{"categories":4843},[107],{"categories":4845},[65],{"categories":4847},[65],{"categories":4849},[112],{"categories":4851},[65],{"categories":4853},[65],{"categories":4855},[117],{"categories":4857},[65],{"categories":4859},[112],{"categories":4861},[112],{"categories":4863},[205],{"categories":4865},[],{"categories":4867},[65],{"categories":4869},[153],{"categories":4871},[],{"categories":4873},[65],{"categories":4875},[65],{"categories":4877},[205],{"categories":4879},[65],{"categories":4881},[65],{"categories":4883},[234],{"categories":4885},[65],{"categories":4887},[275],{"categories":4889},[],{"categories":4891},[117],{"categories":4893},[65],{"categories":4895},[234],{"categories":4897},[131],{"categories":4899},[],{"categories":4901},[65],{"categories":4903},[],{"categories":4905},[117],{"categories":4907},[205],{"categories":4909},[131],{"categories":4911},[],{"categories":4913},[3127],{"categories":4915},[112],{"categories":4917},[107],{"categories":4919},[65],{"categories":4921},[156],{"categories":4923},[117],{"categories":4925},[205],{"categories":4927},[65],{"categories":4929},[131],{"categories":4931},[],{"categories":4933},[],{"categories":4935},[65],{"categories":4937},[107],{"categories":4939},[65],{"categories":4941},[234],{"categories":4943},[],{"categories":4945},[117],{"categories":4947},[117],{"categories":4949},[65],{"categories":4951},[117],{"categories":4953},[65],{"categories":4955},[153],{"categories":4957},[131],{"categories":4959},[65],{"categories":4961},[117],{"categories":4963},[120],{"categories":4965},[65],{"categories":4967},[65],{"categories":4969},[65],{"categories":4971},[117],{"categories":4973},[65],{"categories":4975},[120],{"categories":4977},[234],{"categories":4979},[153],{"categories":4981},[],{"categories":4983},[234],{"categories":4985},[65],{"categories":4987},[],{"categories":4989},[131],{"categories":4991},[117],{"categories":4993},[],{"categories":4995},[65],{"categories":4997},[65],{"categories":4999},[65],{"categories":5001},[65],{"categories":5003},[65],{"categories":5005},[117],{"categories":5007},[112],{"categories":5009},[107],{"categories":5011},[117],{"categories":5013},[65],{"categories":5015},[205],{"categories":5017},[131],{"categories":5019},[131],{"categories":5021},[65],{"categories":5023},[156],{"categories":5025},[117],{"categories":5027},[65],{"categories":5029},[65],{"categories":5031},[117],{"categories":5033},[65],{"categories":5035},[65],{"categories":5037},[117],{"categories":5039},[112],{"categories":5041},[65],{"categories":5043},[205],{"categories":5045},[131],{"categories":5047},[117],{"categories":5049},[65],{"categories":5051},[120],{"categories":5053},[65],{"categories":5055},[117],{"categories":5057},[65],{"categories":5059},[65],{"categories":5061},[153],{"categories":5063},[65],{"categories":5065},[],{"categories":5067},[107],{"categories":5069},[65],{"categories":5071},[65],{"categories":5073},[65],{"categories":5075},[131],{"categories":5077},[131],{"categories":5079},[65],{"categories":5081},[131],{"categories":5083},[65],{"categories":5085},[117],{"categories":5087},[65],{"categories":5089},[65],{"categories":5091},[65],{"categories":5093},[65],{"categories":5095},[65],{"categories":5097},[],{"categories":5099},[65],{"categories":5101},[205],{"categories":5103},[117],{"categories":5105},[112],{"categories":5107},[153],{"categories":5109},[65],{"categories":5111},[117],{"categories":5113},[65],{"categories":5115},[117],{"categories":5117},[65],{"categories":5119},[65],{"categories":5121},[205],{"categories":5123},[117],{"categories":5125},[65],{"categories":5127},[234],{"categories":5129},[65],{"categories":5131},[156],{"categories":5133},[65],{"categories":5135},[65],{"categories":5137},[153],{"categories":5139},[65],{"categories":5141},[65],{"categories":5143},[65],{"categories":5145},[65],{"categories":5147},[117],{"categories":5149},[275],{"categories":5151},[65],{"categories":5153},[131],{"categories":5155},[117],{"categories":5157},[156],{"categories":5159},[],{"categories":5161},[117],{"categories":5163},[131],{"categories":5165},[65],{"categories":5167},[65],{"categories":5169},[2324],{"categories":5171},[205],{"categories":5173},[304],{"categories":5175},[65],{"categories":5177},[65],{"categories":5179},[65],{"categories":5181},[65],{"categories":5183},[107],{"categories":5185},[65],{"categories":5187},[65],{"categories":5189},[131],{"categories":5191},[112],{"categories":5193},[65],{"categories":5195},[131],{"categories":5197},[65],{"categories":5199},[],{"categories":5201},[117],{"categories":5203},[117],{"categories":5205},[65],{"categories":5207},[65],{"categories":5209},[65],{"categories":5211},[156],{"categories":5213},[],{"categories":5215},[153],{"categories":5217},[],{"categories":5219},[153],{"categories":5221},[65],{"categories":5223},[65],{"categories":5225},[117],{"categories":5227},[65],{"categories":5229},[117],{"categories":5231},[117],{"categories":5233},[],{"categories":5235},[65],{"categories":5237},[153],{"categories":5239},[65],{"categories":5241},[],{"categories":5243},[65],{"categories":5245},[65],{"categories":5247},[],{"categories":5249},[65],{"categories":5251},[65],{"categories":5253},[205],{"categories":5255},[131],{"categories":5257},[117],{"categories":5259},[65],{"categories":5261},[65],{"categories":5263},[65],{"categories":5265},[65],{"categories":5267},[234],{"categories":5269},[65],{"categories":5271},[65],{"categories":5273},[65],{"categories":5275},[107],{"categories":5277},[65],{"categories":5279},[65],{"categories":5281},[],{"categories":5283},[65],{"categories":5285},[65],{"categories":5287},[65],{"categories":5289},[],{"categories":5291},[107],{"categories":5293},[65],{"categories":5295},[65],{"categories":5297},[153],{"categories":5299},[131],{"categories":5301},[120],{"categories":5303},[117],{"categories":5305},[448],{"categories":5307},[65],{"categories":5309},[65],{"categories":5311},[65],{"categories":5313},[131],{"categories":5315},[153],{"categories":5317},[205],{"categories":5319},[65],{"categories":5321},[65],{"categories":5323},[65],{"categories":5325},[65],{"categories":5327},[153],{"categories":5329},[65],{"categories":5331},[205],{"categories":5333},[65],{"categories":5335},[65],{"categories":5337},[153],{"categories":5339},[205],{"categories":5341},[65],{"categories":5343},[153],{"categories":5345},[65],{"categories":5347},[117],{"categories":5349},[117],{"categories":5351},[117],{"categories":5353},[131],{"categories":5355},[153],{"categories":5357},[117],{"categories":5359},[117],{"categories":5361},[65],{"categories":5363},[131],{"categories":5365},[205],{"categories":5367},[65],{"categories":5369},[65],{"categories":5371},[117],{"categories":5373},[65],{"categories":5375},[],{"categories":5377},[117],{"categories":5379},[],{"categories":5381},[65],{"categories":5383},[65],{"categories":5385},[],{"categories":5387},[],{"categories":5389},[117],{"categories":5391},[112],{"categories":5393},[117],{"categories":5395},[5396],"Liability & Ethics",{"categories":5398},[65],{"categories":5400},[65],{"categories":5402},[65],{"categories":5404},[117],{"categories":5406},[107],{"categories":5408},[117],{"categories":5410},[112],{"categories":5412},[234],{"categories":5414},[117],{"categories":5416},[65],{"categories":5418},[65],{"categories":5420},[],{"categories":5422},[553],{"categories":5424},[117],{"categories":5426},[],{"categories":5428},[65],{"categories":5430},[107],{"categories":5432},[117],{"categories":5434},[],{"categories":5436},[117],{"categories":5438},[65],{"categories":5440},[65],{"categories":5442},[131],{"categories":5444},[65],{"categories":5446},[153],{"categories":5448},[65],{"categories":5450},[65],{"categories":5452},[120],{"categories":5454},[117],{"categories":5456},[65],{"categories":5458},[65],{"categories":5460},[65],{"categories":5462},[153],{"categories":5464},[117],{"categories":5466},[131],{"categories":5468},[205],{"categories":5470},[107],{"categories":5472},[65],{"categories":5474},[65],{"categories":5476},[65],{"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},[65],{"categories":5500},[205],{"categories":5502},[65],{"categories":5504},[107],{"categories":5506},[],{"categories":5508},[117],{"categories":5510},[65],{"categories":5512},[65],{"categories":5514},[65],{"categories":5516},[65],{"categories":5518},[117],{"categories":5520},[65],{"categories":5522},[65],{"categories":5524},[205],{"categories":5526},[],{"categories":5528},[117],{"categories":5530},[120],{"categories":5532},[153],{"categories":5534},[117],{"categories":5536},[112],{"categories":5538},[],{"categories":5540},[65],{"categories":5542},[65],{"categories":5544},[120],{"categories":5546},[65],{"categories":5548},[117],{"categories":5550},[153],{"categories":5552},[107],{"categories":5554},[275],{"categories":5556},[65],{"categories":5558},[65],{"categories":5560},[65],{"categories":5562},[153],{"categories":5564},[112],{"categories":5566},[65],{"categories":5568},[205],{"categories":5570},[153],{"categories":5572},[275],{"categories":5574},[65],{"categories":5576},[117],{"categories":5578},[],{"categories":5580},[507],{"categories":5582},[],{"categories":5584},[65],{"categories":5586},[275],{"categories":5588},[65],{"categories":5590},[156],{"categories":5592},[65],{"categories":5594},[117],{"categories":5596},[117],{"categories":5598},[5599],"Design News & Tools",{"categories":5601},[65],{"categories":5603},[65],{"categories":5605},[153],{"categories":5607},[65],{"categories":5609},[65],{"categories":5611},[107],{"categories":5613},[117],{"categories":5615},[65],{"categories":5617},[205],{"categories":5619},[117],{"categories":5621},[117],{"categories":5623},[205],{"categories":5625},[65],{"categories":5627},[65],{"categories":5629},[448],{"categories":5631},[117],{"categories":5633},[65],{"categories":5635},[65],{"categories":5637},[448],{"categories":5639},[65],{"categories":5641},[234],{"categories":5643},[65],{"categories":5645},[117],{"categories":5647},[],{"categories":5649},[65],{"categories":5651},[65],{"categories":5653},[65],{"categories":5655},[153],{"categories":5657},[65],{"categories":5659},[107],{"categories":5661},[],{"categories":5663},[65],{"categories":5665},[65],{"categories":5667},[65],{"categories":5669},[131],{"categories":5671},[578],{"categories":5673},[131],{"categories":5675},[205],{"categories":5677},[65],{"categories":5679},[65,117],{"categories":5681},[234,112],{"categories":5683},[131],{"categories":5685},[65],{"categories":5687},[65],{"categories":5689},[65],{"categories":5691},[65],{"categories":5693},[],{"categories":5695},[117],{"categories":5697},[65],{"categories":5699},[],{"categories":5701},[65],{"categories":5703},[131],{"categories":5705},[65],{"categories":5707},[131],{"categories":5709},[],{"categories":5711},[117],{"categories":5713},[65],{"categories":5715},[112],{"categories":5717},[65],{"categories":5719},[153],{"categories":5721},[65],{"categories":5723},[],{"categories":5725},[117],{"categories":5727},[65],{"categories":5729},[],{"categories":5731},[205],{"categories":5733},[65],{"categories":5735},[65],{"categories":5737},[117],{"categories":5739},[65],{"categories":5741},[65],{"categories":5743},[107],{"categories":5745},[117],{"categories":5747},[65],{"categories":5749},[],{"categories":5751},[65],{"categories":5753},[275],{"categories":5755},[234],{"categories":5757},[112],{"categories":5759},[112],{"categories":5761},[65],{"categories":5763},[107],{"categories":5765},[107],{"categories":5767},[65],{"categories":5769},[117],{"categories":5771},[65],{"categories":5773},[65],{"categories":5775},[65],{"categories":5777},[65],{"categories":5779},[131],{"categories":5781},[65],{"categories":5783},[107],{"categories":5785},[65],{"categories":5787},[65],{"categories":5789},[117],{"categories":5791},[65],{"categories":5793},[234],{"categories":5795},[65],{"categories":5797},[153],{"categories":5799},[65],{"categories":5801},[65],{"categories":5803},[117],{"categories":5805},[120],{"categories":5807},[65],{"categories":5809},[65],{"categories":5811},[117],{"categories":5813},[],{"categories":5815},[131],{"categories":5817},[],{"categories":5819},[131],{"categories":5821},[117],{"categories":5823},[107],{"categories":5825},[65],{"categories":5827},[],{"categories":5829},[156],{"categories":5831},[275],{"categories":5833},[65],{"categories":5835},[131],{"categories":5837},[65],{"categories":5839},[],{"categories":5841},[153],{"categories":5843},[117],{"categories":5845},[131],{"categories":5847},[205],{"categories":5849},[112],{"categories":5851},[65],{"categories":5853},[65],{"categories":5855},[117],{"categories":5857},[131],{"categories":5859},[117],{"categories":5861},[153],{"categories":5863},[65],{"categories":5865},[120],{"categories":5867},[107],{"categories":5869},[120],{"categories":5871},[153],{"categories":5873},[65],{"categories":5875},[131],{"categories":5877},[65],{"categories":5879},[205],{"categories":5881},[112],{"categories":5883},[65],{"categories":5885},[65],{"categories":5887},[65],{"categories":5889},[65],{"categories":5891},[65],{"categories":5893},[65],{"categories":5895},[117],{"categories":5897},[65],{"categories":5899},[117],{"categories":5901},[65],{"categories":5903},[65],{"categories":5905},[107],{"categories":5907},[65],{"categories":5909},[117],{"categories":5911},[117],{"categories":5913},[205],{"categories":5915},[117],{"categories":5917},[117],{"categories":5919},[65],{"categories":5921},[107],{"categories":5923},[117],{"categories":5925},[205],{"categories":5927},[],{"categories":5929},[65],{"categories":5931},[156],{"categories":5933},[448],{"categories":5935},[65],{"categories":5937},[117],{"categories":5939},[65],{"categories":5941},[65],{"categories":5943},[131],{"categories":5945},[65],{"categories":5947},[],{"categories":5949},[65],{"categories":5951},[117],{"categories":5953},[65],{"categories":5955},[234],{"categories":5957},[65],{"categories":5959},[131],{"categories":5961},[65],{"categories":5963},[153],{"categories":5965},[117],{"categories":5967},[65],{"categories":5969},[234],{"categories":5971},[117],{"categories":5973},[112],{"categories":5975},[112],{"categories":5977},[65],{"categories":5979},[65],{"categories":5981},[65],{"categories":5983},[65],{"categories":5985},[65],{"categories":5987},[65],{"categories":5989},[107],{"categories":5991},[],{"categories":5993},[65],{"categories":5995},[65],{"categories":5997},[117],{"categories":5999},[117],{"categories":6001},[65],{"categories":6003},[65],{"categories":6005},[65],{"categories":6007},[65],{"categories":6009},[65],{"categories":6011},[131],{"categories":6013},[],{"categories":6015},[107],{"categories":6017},[65],{"categories":6019},[65],{"categories":6021},[117],{"categories":6023},[117],{"categories":6025},[],{"categories":6027},[131],{"categories":6029},[131],{"categories":6031},[65],{"categories":6033},[234],{"categories":6035},[112],{"categories":6037},[205],{"categories":6039},[],{"categories":6041},[65],{"categories":6043},[117],{"categories":6045},[107],{"categories":6047},[65],{"categories":6049},[65],{"categories":6051},[131],{"categories":6053},[107],{"categories":6055},[65],{"categories":6057},[65],{"categories":6059},[153],{"categories":6061},[156],{"categories":6063},[65],{"categories":6065},[153],{"categories":6067},[117],{"categories":6069},[65],{"categories":6071},[],{"categories":6073},[153],{"categories":6075},[117],{"categories":6077},[205],{"categories":6079},[156],{"categories":6081},[65],{"categories":6083},[65],{"categories":6085},[],{"categories":6087},[117],{"categories":6089},[117],{"categories":6091},[117],{"categories":6093},[3127],{"categories":6095},[153],{"categories":6097},[65],{"categories":6099},[131],{"categories":6101},[65],{"categories":6103},[65],{"categories":6105},[65],{"categories":6107},[65],{"categories":6109},[65],{"categories":6111},[112],{"categories":6113},[65],{"categories":6115},[107],{"categories":6117},[1790],{"categories":6119},[275],{"categories":6121},[107],{"categories":6123},[],{"categories":6125},[65],{"categories":6127},[],{"categories":6129},[153],{"categories":6131},[117],{"categories":6133},[205],{"categories":6135},[65],{"categories":6137},[65],{"categories":6139},[65],{"categories":6141},[153],{"categories":6143},[],{"categories":6145},[117],{"categories":6147},[65],{"categories":6149},[117],{"categories":6151},[117],{"categories":6153},[],{"categories":6155},[65],{"categories":6157},[],{"categories":6159},[153],{"categories":6161},[107],{"categories":6163},[205],{"categories":6165},[65],{"categories":6167},[117],{"categories":6169},[153],{"categories":6171},[65],{"categories":6173},[153],{"categories":6175},[],{"categories":6177},[153],{"categories":6179},[65],{"categories":6181},[107],{"categories":6183},[448],{"categories":6185},[117],{"categories":6187},[65],{"categories":6189},[],{"categories":6191},[131],{"categories":6193},[117],{"categories":6195},[120],{"categories":6197},[117],{"categories":6199},[107],{"categories":6201},[65],{"categories":6203},[65],{"categories":6205},[],{"categories":6207},[],{"categories":6209},[],{"categories":6211},[205],{"categories":6213},[65],{"categories":6215},[117],{"categories":6217},[65],{"categories":6219},[65],{"categories":6221},[],{"categories":6223},[],{"categories":6225},[],{"categories":6227},[65],{"categories":6229},[117],{"categories":6231},[205],{"categories":6233},[65],{"categories":6235},[],{"categories":6237},[117],{"categories":6239},[65],{"categories":6241},[65],{"categories":6243},[107],{"categories":6245},[],{"categories":6247},[],{"categories":6249},[65],{"categories":6251},[65],{"categories":6253},[117],{"categories":6255},[205],{"categories":6257},[65],{"categories":6259},[153],{"categories":6261},[],{"categories":6263},[65],{"categories":6265},[65],{"categories":6267},[234],{"categories":6269},[153],{"categories":6271},[234],{"categories":6273},[156],{"categories":6275},[65],{"categories":6277},[65],{"categories":6279},[],{"categories":6281},[],{"categories":6283},[117],{"categories":6285},[],{"categories":6287},[65],{"categories":6289},[448],{"categories":6291},[65],{"categories":6293},[65],{"categories":6295},[65],{"categories":6297},[65],{"categories":6299},[],{"categories":6301},[117],{"categories":6303},[65],{"categories":6305},[65],{"categories":6307},[],{"categories":6309},[117],{"categories":6311},[65],{"categories":6313},[153],{"categories":6315},[65],{"categories":6317},[234],{"categories":6319},[112],{"categories":6321},[120],{"categories":6323},[65],{"categories":6325},[65],{"categories":6327},[117],{"categories":6329},[156],{"categories":6331},[117],{"categories":6333},[117],{"categories":6335},[],{"categories":6337},[65],{"categories":6339},[117],{"categories":6341},[],{"categories":6343},[65],{"categories":6345},[],{"categories":6347},[153],{"categories":6349},[112],{"categories":6351},[],{"categories":6353},[65],{"categories":6355},[65],{"categories":6357},[65],{"categories":6359},[],{"categories":6361},[117],{"categories":6363},[205],{"categories":6365},[107],{"categories":6367},[65],{"categories":6369},[],{"categories":6371},[112],{"categories":6373},[234],{"categories":6375},[65],{"categories":6377},[131],{"categories":6379},[107],{"categories":6381},[156],{"categories":6383},[112],{"categories":6385},[131],{"categories":6387},[117],{"categories":6389},[131],{"categories":6391},[],{"categories":6393},[65],{"categories":6395},[120],{"categories":6397},[65],{"categories":6399},[],{"categories":6401},[117],{"categories":6403},[107],{"categories":6405},[205],{"categories":6407},[65],{"categories":6409},[107],{"categories":6411},[117],{"categories":6413},[275],{"categories":6415},[65],{"categories":6417},[65],{"categories":6419},[65],{"categories":6421},[65],{"categories":6423},[65],{"categories":6425},[107],{"categories":6427},[65],{"categories":6429},[131],{"categories":6431},[156],{"categories":6433},[117],{"categories":6435},[],{"categories":6437},[65],{"categories":6439},[65],{"categories":6441},[65],{"categories":6443},[131],{"categories":6445},[117],{"categories":6447},[153],{"categories":6449},[131],{"categories":6451},[65],{"categories":6453},[120],{"categories":6455},[],{"categories":6457},[205],{"categories":6459},[131],{"categories":6461},[153],{"categories":6463},[65],{"categories":6465},[107],{"categories":6467},[117],{"categories":6469},[65],{"categories":6471},[65],{"categories":6473},[117],{"categories":6475},[120],{"categories":6477},[65],{"categories":6479},[117],{"categories":6481},[65],{"categories":6483},[112],{"categories":6485},[117],{"categories":6487},[117,275],{"categories":6489},[65],{"categories":6491},[65],{"categories":6493},[117],{"categories":6495},[131],{"categories":6497},[65],{"categories":6499},[65],{"categories":6501},[156],{"categories":6503},[117],{"categories":6505},[234],{"categories":6507},[117],{"categories":6509},[112],{"categories":6511},[],{"categories":6513},[117],{"categories":6515},[65],{"categories":6517},[112],{"categories":6519},[],{"categories":6521},[],{"categories":6523},[131],{"categories":6525},[65],{"categories":6527},[65],{"categories":6529},[117],{"categories":6531},[156],{"categories":6533},[234],{"categories":6535},[65],{"categories":6537},[65],{"categories":6539},[65],{"categories":6541},[117],{"categories":6543},[],{"categories":6545},[117],{"categories":6547},[153],{"categories":6549},[65],{"categories":6551},[117],{"categories":6553},[117],{"categories":6555},[65],{"categories":6557},[],{"categories":6559},[153],{"categories":6561},[131],{"categories":6563},[3127],{"categories":6565},[107],{"categories":6567},[131],{"categories":6569},[65],{"categories":6571},[117],{"categories":6573},[65],{"categories":6575},[65],{"categories":6577},[234],{"categories":6579},[131],{"categories":6581},[156],{"categories":6583},[],{"categories":6585},[153],{"categories":6587},[65],{"categories":6589},[65],{"categories":6591},[],{"categories":6593},[117],{"categories":6595},[65],{"categories":6597},[65],{"categories":6599},[65],{"categories":6601},[65],{"categories":6603},[117],{"categories":6605},[65],{"categories":6607},[65],{"categories":6609},[65],{"categories":6611},[120],{"categories":6613},[65],{"categories":6615},[117],{"categories":6617},[65],{"categories":6619},[65],{"categories":6621},[65],{"categories":6623},[65],{"categories":6625},[65],{"categories":6627},[65],{"categories":6629},[65],{"categories":6631},[112],{"categories":6633},[],{"categories":6635},[120],{"categories":6637},[153],{"categories":6639},[117],{"categories":6641},[65],{"categories":6643},[131],{"categories":6645},[],{"categories":6647},[131],{"categories":6649},[131],{"categories":6651},[117],{"categories":6653},[131],{"categories":6655},[65],{"categories":6657},[65],{"categories":6659},[65],{"categories":6661},[117],{"categories":6663},[131],{"categories":6665},[65],{"categories":6667},[65],{"categories":6669},[65],{"categories":6671},[117],{"categories":6673},[153],{"categories":6675},[65],{"categories":6677},[65],{"categories":6679},[65],{"categories":6681},[112],{"categories":6683},[65],{"categories":6685},[117],{"categories":6687},[205],{"categories":6689},[],{"categories":6691},[65],{"categories":6693},[156],{"categories":6695},[117],{"categories":6697},[65],{"categories":6699},[65],{"categories":6701},[],{"categories":6703},[65],{"categories":6705},[65],{"categories":6707},[153],{"categories":6709},[65],{"categories":6711},[65],{"categories":6713},[117],{"categories":6715},[234],{"categories":6717},[],{"categories":6719},[],{"categories":6721},[131],{"categories":6723},[65],{"categories":6725},[65],{"categories":6727},[153],{"categories":6729},[65],{"categories":6731},[131],{"categories":6733},[153],{"categories":6735},[65],{"categories":6737},[65],{"categories":6739},[234],{"categories":6741},[156],{"categories":6743},[65],{"categories":6745},[65],{"categories":6747},[107],{"categories":6749},[117],{"categories":6751},[65],{"categories":6753},[65],{"categories":6755},[117],{"categories":6757},[112],{"categories":6759},[117],{"categories":6761},[131],{"categories":6763},[65],{"categories":6765},[112],{"categories":6767},[],{"categories":6769},[65],{"categories":6771},[156],{"categories":6773},[65],{"categories":6775},[65],{"categories":6777},[],{"categories":6779},[153],{"categories":6781},[65],{"categories":6783},[117],{"categories":6785},[156],{"categories":6787},[65],{"categories":6789},[131],{"categories":6791},[131],{"categories":6793},[131],{"categories":6795},[65],{"categories":6797},[117],{"categories":6799},[117],{"categories":6801},[65],{"categories":6803},[117],{"categories":6805},[65],{"categories":6807},[65],{"categories":6809},[205],{"categories":6811},[156],{"categories":6813},[156],{"categories":6815},[],{"categories":6817},[153],{"categories":6819},[65],{"categories":6821},[65],{"categories":6823},[131],{"categories":6825},[],{"categories":6827},[153],{"categories":6829},[153],{"categories":6831},[153],{"categories":6833},[],{"categories":6835},[117],{"categories":6837},[65],{"categories":6839},[],{"categories":6841},[107],{"categories":6843},[112],{"categories":6845},[],{"categories":6847},[65],{"categories":6849},[65],{"categories":6851},[],{"categories":6853},[131],{"categories":6855},[],{"categories":6857},[],{"categories":6859},[],{"categories":6861},[],{"categories":6863},[65],{"categories":6865},[153],{"categories":6867},[],{"categories":6869},[],{"categories":6871},[65],{"categories":6873},[65],{"categories":6875},[65],{"categories":6877},[156],{"categories":6879},[65],{"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},[107],{"categories":6911},[131],{"categories":6913},[131],{"categories":6915},[107],{"categories":6917},[131],{"categories":6919},[112],{"categories":6921},[131],{"categories":6923},[131],{"categories":6925},[131],{"categories":6927},[156],{"categories":6929},[153],{"categories":6931},[153],{"categories":6933},[65],{"categories":6935},[131],{"categories":6937},[156],{"categories":6939},[275],{"categories":6941},[156],{"categories":6943},[156],{"categories":6945},[156],{"categories":6947},[],{"categories":6949},[112],{"categories":6951},[],{"categories":6953},[275],{"categories":6955},[131],{"categories":6957},[131],{"categories":6959},[131],{"categories":6961},[117],{"categories":6963},[153,112],{"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},[65],{"categories":6987},[205],{"categories":6989},[],{"categories":6991},[65],{"categories":6993},[],{"categories":6995},[153],{"categories":6997},[107],{"categories":6999},[156],{"categories":7001},[],{"categories":7003},[131],{"categories":7005},[153],[7007,7094,7197,7276],{"id":7008,"title":7009,"ai":7010,"body":7015,"categories":7069,"created_at":66,"date_modified":66,"description":59,"extension":67,"faq":66,"featured":68,"kicker_label":66,"meta":7070,"navigation":84,"path":7080,"published_at":7081,"question":66,"scraped_at":7081,"seo":7082,"sitemap":7083,"source_id":7084,"source_name":7085,"source_type":91,"source_url":7086,"stem":7087,"tags":7088,"thumbnail_url":66,"tldr":7091,"tweet":66,"unknown_tags":7092,"__hash__":7093},"summaries\u002Fsummaries\u002Fbe57b7632c200f74-the-case-framework-for-enterprise-agentic-ai-gover-summary.md","The CASE Framework for Enterprise Agentic AI Governance",{"provider":7,"model":8,"input_tokens":7011,"output_tokens":7012,"processing_time_ms":7013,"cost_usd":7014},4094,491,2781,0.00176,{"type":14,"value":7016,"toc":7064},[7017,7021,7024,7028,7031,7057,7061],[17,7018,7020],{"id":7019},"a-multi-dimensional-governance-architecture","A Multi-Dimensional Governance Architecture",[22,7022,7023],{},"The CASE Framework addresses the critical challenge of governing autonomous AI agents in enterprise environments. Rather than relying on isolated technical guardrails, the framework proposes a multi-disciplinary approach that synchronizes four distinct control layers: Compliance, Accountability, Security, and Ethics (CASE). This structure ensures that agentic behavior remains aligned with corporate policy and regulatory requirements while maintaining operational agility.",[17,7025,7027],{"id":7026},"integrating-control-layers","Integrating Control Layers",[22,7029,7030],{},"The framework functions by embedding governance directly into the agentic lifecycle.",[33,7032,7033,7039,7045,7051],{},[36,7034,7035,7038],{},[39,7036,7037],{},"Compliance & Legal:"," Automates the mapping of agent actions to regulatory frameworks, ensuring auditability and adherence to industry-specific mandates.",[36,7040,7041,7044],{},[39,7042,7043],{},"Accountability:"," Defines clear ownership structures for agentic outcomes, establishing protocols for human-in-the-loop intervention and automated escalation paths when agents exceed defined operational boundaries.",[36,7046,7047,7050],{},[39,7048,7049],{},"Security:"," Implements robust verification for tool-use and API interactions, mitigating risks associated with prompt injection, unauthorized data access, and lateral movement within enterprise systems.",[36,7052,7053,7056],{},[39,7054,7055],{},"Ethics:"," Establishes value-alignment protocols to monitor for bias, fairness, and transparency in decision-making processes, providing a mechanism to override agent outputs that conflict with organizational values.",[17,7058,7060],{"id":7059},"implementation-and-operationalization","Implementation and Operationalization",[22,7062,7063],{},"The framework emphasizes that governance cannot be an afterthought. By providing a structured architecture, it allows engineering teams to build 'governance-by-design' into their AI pipelines. The authors provide reference implementations via their repository, demonstrating how these controls can be programmatically enforced during agent execution. This approach shifts the focus from reactive monitoring to proactive control, enabling enterprises to scale agentic workflows without sacrificing risk management.",{"title":59,"searchDepth":60,"depth":60,"links":7065},[7066,7067,7068],{"id":7019,"depth":60,"text":7020},{"id":7026,"depth":60,"text":7027},{"id":7059,"depth":60,"text":7060},[65],{"content_references":7071,"triage":7076},[7072],{"type":72,"title":7073,"url":7074,"context":7075},"CASE Framework Reference Implementation","https:\u002F\u002Fgithub.com\u002Fsrinivastelukunta\u002Fcase_framework_arxiv_codes","recommended",{"relevance":7077,"novelty":80,"quality":80,"actionability":80,"composite":7078,"reasoning":7079},5,4.35,"Category: AI & LLMs. The article presents a comprehensive governance framework specifically designed for enterprise AI agents, addressing key pain points such as compliance and accountability. It offers actionable insights on integrating governance into AI pipelines, making it relevant for product builders focused on AI implementation.","\u002Fsummaries\u002Fbe57b7632c200f74-the-case-framework-for-enterprise-agentic-ai-gover-summary","2026-08-13 03:25:43",{"title":7009,"description":59},{"loc":7080},"be57b7632c200f74","arXiv cs.AI","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.10153","summaries\u002Fbe57b7632c200f74-the-case-framework-for-enterprise-agentic-ai-gover-summary",[7089,95,7090,98],"ai-tools","governance","The CASE Framework provides a multi-disciplinary architecture to govern enterprise AI agents by integrating technical, legal, and operational controls into a unified oversight structure.",[95,7090,98],"6ZmFjr1DaPNH7-ZWB_NW6WwJM-klJg-LV4nAmZXyrOs",{"id":7095,"title":7096,"ai":7097,"body":7102,"categories":7169,"created_at":66,"date_modified":66,"description":59,"extension":67,"faq":66,"featured":68,"kicker_label":66,"meta":7170,"navigation":84,"path":7179,"published_at":7180,"question":66,"scraped_at":7181,"seo":7182,"sitemap":7183,"source_id":7184,"source_name":7185,"source_type":7186,"source_url":7187,"stem":7188,"tags":7189,"thumbnail_url":7192,"tldr":7193,"tweet":7194,"unknown_tags":7195,"__hash__":7196},"summaries\u002Fsummaries\u002F3b0cf40f9fd87251-gadgets-personal-ai-driven-app-development-on-clou-summary.md","Gadgets: Personal AI-Driven App Development on Cloudflare",{"provider":7,"model":8,"input_tokens":7098,"output_tokens":7099,"processing_time_ms":7100,"cost_usd":7101},7725,629,3747,0.00287475,{"type":14,"value":7103,"toc":7164},[7104,7108,7111,7115,7118,7138,7142,7150],[17,7105,7107],{"id":7106},"the-problem-feature-request-bottlenecks","The Problem: Feature Request Bottlenecks",[22,7109,7110],{},"Traditional software development follows a rigid, top-down model: developers build a \"blessed\" version of an app, and users submit feature requests that often languish in Jira. When developers attempt to solve this via plugin architectures, they often trigger years-long rewrites that stall product progress. Varda argues that personal AI codegen breaks this model by allowing users to have their own agents modify the app specifically for their needs, keeping the core codebase clean while satisfying individual requirements.",[17,7112,7114],{"id":7113},"the-gadgets-architecture","The Gadgets Architecture",[22,7116,7117],{},"To enable this safely, Varda proposes \"Gadgets\"—a platform built on Cloudflare Workers that treats applications like documents in an office suite. Each gadget is a single, isolated instance of an app.",[33,7119,7120,7126,7132],{},[36,7121,7122,7125],{},[39,7123,7124],{},"Platform-Level Sharing:"," Because the platform manages sharing and access control, individual apps cannot misconfigure permissions.",[36,7127,7128,7131],{},[39,7129,7130],{},"Safe Extensibility:"," Users can prompt an LLM to add features (like custom SVG rendering or specific UI formatting) directly to their instance.",[36,7133,7134,7137],{},[39,7135,7136],{},"Security through Isolation:"," The UI runs in a null-origin iframe, and server code runs in a dynamic worker sandbox. Communication is restricted to a Cap'n Proto RPC session between the client and server. This architecture renders XSS bugs effectively harmless, as the code has no access to external data or cookies to leak.",[17,7139,7141],{"id":7140},"infrastructure-and-execution","Infrastructure and Execution",[22,7143,7144,7145,7149],{},"Unlike traditional cloud setups that rely on containers and databases, Gadgets uses Cloudflare's ",[7146,7147,7148],"code",{},"workerd"," runtime and Durable Objects. This approach allows for:",[33,7151,7152,7158],{},[36,7153,7154,7157],{},[39,7155,7156],{},"Local Execution:"," The entire environment can run locally on a developer's machine, independent of network availability.",[36,7159,7160,7163],{},[39,7161,7162],{},"Self-Hosting Potential:"," Because the runtime is open-source, users can eventually host their own gadgets for tasks like home automation or local data processing, moving away from the \"ivory tower\" model of centralized cloud distribution.",{"title":59,"searchDepth":60,"depth":60,"links":7165},[7166,7167,7168],{"id":7106,"depth":60,"text":7107},{"id":7113,"depth":60,"text":7114},{"id":7140,"depth":60,"text":7141},[65],{"content_references":7171,"triage":7177},[7172,7175],{"type":72,"title":7173,"url":7174,"context":75},"Cloudflare Workers","https:\u002F\u002Fworkers.cloudflare.com\u002F",{"type":72,"title":7148,"url":7176,"context":75},"https:\u002F\u002Fgithub.com\u002Fcloudflare\u002Fworkerd",{"relevance":7077,"novelty":80,"quality":80,"actionability":80,"composite":7078,"reasoning":7178},"Category: AI & LLMs. The article discusses a novel approach to app development using AI agents, addressing a specific pain point of feature request bottlenecks in traditional software development. It provides actionable insights into how developers can leverage the Gadgets platform for personal AI-driven app modifications.","\u002Fsummaries\u002F3b0cf40f9fd87251-gadgets-personal-ai-driven-app-development-on-clou-summary","2026-08-05 22:42:10","2026-08-06 03:10:35",{"title":7096,"description":59},{"loc":7179},"3b0cf40f9fd87251","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=RmS5s6Wbin4","summaries\u002F3b0cf40f9fd87251-gadgets-personal-ai-driven-app-development-on-clou-summary",[95,97,7190,7191],"web-security","developer-tools","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FRmS5s6Wbin4\u002Fhqdefault.jpg","Kenton Varda introduces 'Gadgets,' a platform where AI agents can safely modify and extend individual app instances, bypassing traditional plugin architecture bottlenecks by leveraging isolated, container-free infrastructure.","Kenton Varda argues that modern cloud architecture prevents users from customizing software, proposing a new model where AI-generated features run as isolated \"gadgets\" rather than monolithic app updates. He demonstrates this using [workerd](https:\u002F\u002Fgithub.com\u002Fcloudflare\u002Fworkerd) to sandbox user-coded extensions, effectively treating apps like office documents that can be modified on the fly without breaking the core platform.",[95,97,7190,7191],"mpibENUyN4uvFvOlYdyN-UFYDptXBlH6hB_jEwY_PSI",{"id":7198,"title":7199,"ai":7200,"body":7205,"categories":7253,"created_at":66,"date_modified":66,"description":59,"extension":67,"faq":66,"featured":68,"kicker_label":66,"meta":7254,"navigation":84,"path":7264,"published_at":7265,"question":66,"scraped_at":7265,"seo":7266,"sitemap":7267,"source_id":7268,"source_name":7085,"source_type":91,"source_url":7259,"stem":7269,"tags":7270,"thumbnail_url":66,"tldr":7273,"tweet":66,"unknown_tags":7274,"__hash__":7275},"summaries\u002Fsummaries\u002F4ce70f45c52c3c40-oracle-agent-memory-a-substrate-for-long-horizon-a-summary.md","Oracle Agent Memory: A Substrate for Long-Horizon AI Agents",{"provider":7,"model":8,"input_tokens":7201,"output_tokens":7202,"processing_time_ms":7203,"cost_usd":7204},4051,526,3181,0.00180175,{"type":14,"value":7206,"toc":7248},[7207,7211,7214,7218,7221,7241,7245],[17,7208,7210],{"id":7209},"the-problem-with-current-agentic-memory","The Problem with Current Agentic Memory",[22,7212,7213],{},"Modern AI agents often struggle with long-horizon tasks because they rely on transient context windows or simple vector databases that lack structural integrity. As agents operate over extended periods, they suffer from \"context drift\" and the inability to maintain a coherent, queryable state of the enterprise environment. The Oracle Agent Memory framework proposes a shift from treating memory as a simple retrieval task to treating it as a persistent, transactional substrate.",[17,7215,7217],{"id":7216},"the-oracle-memory-architecture","The Oracle Memory Architecture",[22,7219,7220],{},"Oracle Agent Memory functions as an enterprise-grade memory layer that decouples the agent's reasoning process from its state storage. By implementing a structured, multi-tiered memory system, it allows agents to:",[33,7222,7223,7229,7235],{},[36,7224,7225,7228],{},[39,7226,7227],{},"Maintain Long-Term State:"," Unlike standard RAG (Retrieval-Augmented Generation) which is often read-only or static, this substrate supports transactional updates, allowing the agent to \"learn\" and update its internal world model as it executes tasks.",[36,7230,7231,7234],{},[39,7232,7233],{},"Enable Cross-Agent Persistence:"," By acting as a centralized substrate, multiple agents can share a common memory space, ensuring consistency across complex, multi-step enterprise workflows.",[36,7236,7237,7240],{},[39,7238,7239],{},"Optimize for Queryability:"," It moves beyond semantic similarity search by incorporating structured data schemas, allowing agents to perform complex reasoning over both unstructured text and structured enterprise data (e.g., database records, logs, and user history) without losing context.",[17,7242,7244],{"id":7243},"impact-on-long-horizon-execution","Impact on Long-Horizon Execution",[22,7246,7247],{},"By providing a robust memory substrate, the framework addresses the high failure rate of autonomous agents in multi-day or multi-week workflows. It enables agents to recover from interruptions, maintain complex task dependencies, and perform \"memory-aware\" planning. This architecture essentially treats the agent's memory as a database-backed state machine, ensuring that the agent's history is not just a collection of tokens, but a reliable source of truth for future decision-making.",{"title":59,"searchDepth":60,"depth":60,"links":7249},[7250,7251,7252],{"id":7209,"depth":60,"text":7210},{"id":7216,"depth":60,"text":7217},{"id":7243,"depth":60,"text":7244},[65],{"content_references":7255,"triage":7261},[7256],{"type":7257,"title":7258,"url":7259,"context":7260},"paper","Oracle Agent Memory as an Enterprise Memory Substrate for Long-Horizon AI Agents","https:\u002F\u002Farxiv.org\u002Fabs\u002F2607.13157","cited",{"relevance":7077,"novelty":80,"quality":80,"actionability":81,"composite":7262,"reasoning":7263},4.15,"Category: AI & LLMs. The article introduces a novel memory architecture specifically designed for long-horizon AI agents, addressing a critical pain point of context drift and state persistence. It provides insights into how this architecture can enhance agent performance, making it relevant for developers looking to implement AI features in production.","\u002Fsummaries\u002F4ce70f45c52c3c40-oracle-agent-memory-a-substrate-for-long-horizon-a-summary","2026-07-16 13:33:30",{"title":7199,"description":59},{"loc":7264},"4ce70f45c52c3c40","summaries\u002F4ce70f45c52c3c40-oracle-agent-memory-a-substrate-for-long-horizon-a-summary",[7271,95,98,7272],"llm","memory-architecture","Oracle Agent Memory introduces a specialized enterprise memory architecture designed to solve the context-window and state-persistence limitations of long-horizon AI agents.",[95,98,7272],"A_xjCQkVSfLTCuE405p1BwGATlyWA3NALrmsunCIyRs",{"id":7277,"title":7278,"ai":7279,"body":7284,"categories":7338,"created_at":66,"date_modified":66,"description":59,"extension":67,"faq":66,"featured":68,"kicker_label":66,"meta":7339,"navigation":84,"path":7349,"published_at":7350,"question":66,"scraped_at":7351,"seo":7352,"sitemap":7353,"source_id":7354,"source_name":7185,"source_type":7186,"source_url":7355,"stem":7356,"tags":7357,"thumbnail_url":7360,"tldr":7361,"tweet":7362,"unknown_tags":7363,"__hash__":7364},"summaries\u002Fsummaries\u002Fe0e43af8329d7c5d-building-the-context-layer-the-infrastructure-for--summary.md","Building the Context Layer: The Infrastructure for Production Agents",{"provider":7,"model":8,"input_tokens":7280,"output_tokens":7281,"processing_time_ms":7282,"cost_usd":7283},7893,590,3400,0.00285825,{"type":14,"value":7285,"toc":7333},[7286,7290,7293,7297,7300,7326,7330],[17,7287,7289],{"id":7288},"the-performance-gap-intelligence-vs-context","The Performance Gap: Intelligence vs. Context",[22,7291,7292],{},"While AI models have achieved massive gains in cognitive intelligence, they frequently fail in production business environments. Performance is not just a function of model intelligence; it is a function of intelligence multiplied by context. In human teams, high performance comes from 'learning on the job'—understanding business definitions, operational norms, and specific playbooks. Current AI deployments often fail because they lack this situated knowledge, treating agents as isolated systems without a shared memory or unified source of truth.",[17,7294,7296],{"id":7295},"the-architecture-of-a-context-layer","The Architecture of a Context Layer",[22,7298,7299],{},"To scale AI, organizations must move away from hard-coding context into individual agents. Instead, they should build a centralized 'Company Brain' or context layer that acts as a versioned, testable, and portable repository. This layer requires:",[33,7301,7302,7308,7314,7320],{},[36,7303,7304,7307],{},[39,7305,7306],{},"Skill Libraries:"," Modular, reusable business skills (e.g., SEO, competitive intelligence) that can be updated and versioned like code.",[36,7309,7310,7313],{},[39,7311,7312],{},"Data Graphs:"," Mapping connections between disparate business systems (Salesforce, HubSpot, data warehouses) to reverse-construct how information flows through the company.",[36,7315,7316,7319],{},[39,7317,7318],{},"Lifecycle Management:"," Treating context like software. This includes managing dependencies between skills, handling security\u002Fgovernance, and defining clear ownership for skill quality to prevent 'context drift.'",[36,7321,7322,7325],{},[39,7323,7324],{},"Compounding Learning Loops:"," Implementing harnesses that analyze agent traces to identify failures, allowing human maintainers to approve or reject improvements, which then updates the central context repository.",[17,7327,7329],{"id":7328},"from-isolated-agents-to-collaborative-teams","From Isolated Agents to Collaborative Teams",[22,7331,7332],{},"Isolated agents create 'context sprawl' and inconsistent outputs. A mature context layer enables a team-based approach where agents share a common language, metrics, and norms. By decoupling the context from the specific model or agent framework (e.g., using open standards like MCP), companies ensure their 'Company Brain' remains portable and future-proof. Ultimately, this context is the company's intellectual property; it is what differentiates an AI agent's performance at one firm versus another, even when both use the same underlying models.",{"title":59,"searchDepth":60,"depth":60,"links":7334},[7335,7336,7337],{"id":7288,"depth":60,"text":7289},{"id":7295,"depth":60,"text":7296},{"id":7328,"depth":60,"text":7329},[65],{"content_references":7340,"triage":7347},[7341,7344],{"type":72,"title":7342,"url":7343,"context":75},"Atlan","https:\u002F\u002Fatlan.com\u002F",{"type":72,"title":7345,"url":7346,"context":75},"MCP (Model Context Protocol)","https:\u002F\u002Fmodelcontextprotocol.io\u002F",{"relevance":7077,"novelty":80,"quality":80,"actionability":80,"composite":7078,"reasoning":7348},"Category: AI & LLMs. The article discusses the critical infrastructure needed for deploying AI agents in production, specifically the concept of a 'context layer' that enhances performance by providing shared knowledge. This directly addresses the pain points of the target audience by offering a structured approach to improve AI deployment, making it actionable with specific components like skill libraries and data graphs.","\u002Fsummaries\u002Fe0e43af8329d7c5d-building-the-context-layer-the-infrastructure-for-summary","2026-07-14 22:45:06","2026-07-17 18:00:54",{"title":7278,"description":59},{"loc":7349},"e0e43af8329d7c5d","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=8G_1-3IO4ZQ","summaries\u002Fe0e43af8329d7c5d-building-the-context-layer-the-infrastructure-for--summary",[95,7358,98,7359],"context-engineering","software-architecture","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F8G_1-3IO4ZQ\u002Fhqdefault.jpg","To move AI agents from demos to production, organizations must build a 'context layer'—a versioned, managed, and portable repository of business knowledge, norms, and expertise that functions like a 'GitHub for context.'","This presentation argues that AI agents fail in production because they lack \"context\"—the business-specific definitions, operational norms, and institutional knowledge that humans acquire on the job. The speaker advocates for a centralized \"context layer\" to manage this information, treating business knowledge as versioned, testable, and portable infrastructure rather than scattering it across isolated agent prompts.",[95,7358,98,7359],"UU6KcrqWqTUh6_ETA6sFn0rGGjEJRCxCQCqTti6pKFs"]