[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-8b3711b7f346cf50-secure-code-with-gemini-cli-extension-in-local-and-summary":3,"summaries-facets-categories":81,"summary-related-8b3711b7f346cf50-secure-code-with-gemini-cli-extension-in-local-and-summary":6985},{"id":4,"title":5,"ai":6,"body":13,"categories":55,"created_at":57,"date_modified":57,"description":58,"extension":59,"faq":57,"featured":60,"kicker_label":57,"meta":61,"navigation":62,"path":63,"published_at":64,"question":57,"scraped_at":65,"seo":66,"sitemap":67,"source_id":68,"source_name":69,"source_type":70,"source_url":71,"stem":72,"tags":73,"thumbnail_url":57,"tldr":78,"tweet":57,"unknown_tags":79,"__hash__":80},"summaries\u002Fsummaries\u002F8b3711b7f346cf50-secure-code-with-gemini-cli-extension-in-local-and-summary.md","Secure Code with Gemini CLI Extension in Local and CI\u002FCD",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",3804,1140,10961,0.00130815,{"type":14,"value":15,"toc":48},"minimark",[16,21,25,29,37,41],[17,18,20],"h2",{"id":19},"core-scanning-capabilities-and-real-world-detections","Core Scanning Capabilities and Real-World Detections",[22,23,24],"p",{},"Gemini CLI's security extension performs vulnerability scans covering secrets management, insecure data handling, injection vulnerabilities, authentication issues, LLM safety, and dependency checks via Google's OSV database. It identifies specific flaws like arbitrary file reads (in Gemini CLI repo), environment reduction bypasses (Gemini CLI), path traversals (Project Chip), and using timestamps as hash codes (Flutter). These detections shift security left, allowing immediate fixes during development rather than post-deployment, with an extensible architecture for future advanced techniques.",[17,26,28],{"id":27},"local-analysis-workflow-for-individual-contributors","Local Analysis Workflow for Individual Contributors",[22,30,31,32,36],{},"Install the extension, then in a project, invoke ",[33,34,35],"code",{},"\u002Fsecurity"," to access custom commands. Customize scans via natural language prompts, e.g., 'Scan all my HTML files.' Enable Yolo mode (Ctrl+Y) for read-only execution. The tool generates a to-do list defining audit scope, analyzes files sequentially (checking off tasks), and outputs a findings summary. Run this pre-commit to catch issues privately, ensuring code quality before public pushes—ideal for solo developers avoiding team disruptions.",[17,38,40],{"id":39},"github-pr-automation-for-team-repos","GitHub PR Automation for Team Repos",[22,42,43,44,47],{},"For repositories with multiple contributors, integrate via GitHub Actions: copy the example workflow from the security extension repo, then configure authentication using workload identity federation (via a setup shell script for GitHub-to-Google Cloud access). New PRs auto-trigger scans; for existing ones, comment ",[33,45,46],{},"@GeminiCLI\u002Freview",". This enforces uniform security standards across all contributions, even if individuals skip local runs, embedding analysis in CI\u002FCD without manual oversight.",{"title":49,"searchDepth":50,"depth":50,"links":51},"",2,[52,53,54],{"id":19,"depth":50,"text":20},{"id":27,"depth":50,"text":28},{"id":39,"depth":50,"text":40},[56],"DevOps & Cloud",null,"Codelab → https:\u002F\u002Fgoo.gle\u002F4rJxXoh\n\nWhether you are working on a solo project or as part of a team, doing regular security checks is a good security practice. The Gemini CLI Security Extension team has built out tools that scan your code for a variety of security risks. In this video, we will see how to use it in your day to day.\n\n🔔 Subscribe to Google Cloud Tech → https:\u002F\u002Fgoo.gle\u002FGoogleCloudTech\n\n#Gemini #GoogleCloud\n\nSpeakers: Tianzi Cai\nProducts Mentioned: Gemini CLI Security Extension","md",false,{},true,"\u002Fsummaries\u002F8b3711b7f346cf50-secure-code-with-gemini-cli-extension-in-local-and-summary","2026-04-03 15:54:45","2026-04-03 21:23:25",{"title":5,"description":58},{"loc":63},"8b3711b7f346cf50","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=kDtJXgllXko","summaries\u002F8b3711b7f346cf50-secure-code-with-gemini-cli-extension-in-local-and-summary",[74,75,76,77],"ai-tools","devops","open-source","automation","Gemini CLI's open-source security extension scans for secrets, injections, auth flaws, LLM safety, and OSV dependencies—run locally before commits or automate GitHub PR reviews to enforce consistent security.",[],"vuk7bwFJCeS2r3tYZo5j9ZkNGQm_PEmjeAj7TXZdw1s",[82,85,88,90,93,95,98,101,103,105,107,109,112,114,116,118,120,123,125,127,129,131,134,137,139,141,143,145,147,149,151,153,155,157,159,161,163,165,167,169,171,173,175,177,179,181,183,186,188,190,192,194,196,198,200,202,204,206,208,210,212,215,217,219,221,223,225,227,229,231,233,235,237,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,269,271,273,275,277,279,281,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,349,351,353,355,357,359,361,363,365,367,369,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,405,407,409,411,413,415,417,419,421,423,425,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,487,489,491,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,533,535,537,539,541,543,545,547,549,551,553,555,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,845,847,849,851,853,856,858,860,862,864,866,868,870,872,874,876,878,880,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5815,5817,5819,5821,5823,5825,5827,5829,5831,5833,5835,5837,5839,5841,5843,5845,5847,5849,5851,5853,5855,5857,5859,5861,5863,5865,5867,5869,5871,5873,5875,5877,5879,5881,5883,5885,5887,5889,5891,5893,5895,5897,5899,5901,5903,5905,5907,5909,5911,5913,5915,5917,5919,5921,5923,5925,5927,5929,5931,5933,5935,5937,5939,5941,5943,5945,5947,5949,5951,5953,5955,5957,5959,5961,5963,5965,5967,5969,5971,5973,5975,5977,5979,5981,5983,5985,5987,5989,5991,5993,5995,5997,5999,6001,6003,6005,6007,6009,6011,6013,6015,6017,6019,6021,6023,6025,6027,6029,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983],{"categories":83},[84],"AI & LLMs",{"categories":86},[87],"Developer Productivity",{"categories":89},[84],{"categories":91},[92],"Business & SaaS",{"categories":94},[84],{"categories":96},[97],"AI Automation",{"categories":99},[100],"Product Strategy",{"categories":102},[97],{"categories":104},[84],{"categories":106},[87],{"categories":108},[97],{"categories":110},[111],"Software Engineering",{"categories":113},[84],{"categories":115},[92],{"categories":117},[],{"categories":119},[84],{"categories":121},[122],"Inference & Serving",{"categories":124},[84],{"categories":126},[84],{"categories":128},[97],{"categories":130},[],{"categories":132},[133],"AI News & Trends",{"categories":135},[136],"Data Science & Visualization",{"categories":138},[97],{"categories":140},[84],{"categories":142},[84],{"categories":144},[92],{"categories":146},[87],{"categories":148},[84],{"categories":150},[97],{"categories":152},[133],{"categories":154},[84],{"categories":156},[97],{"categories":158},[97],{"categories":160},[84],{"categories":162},[84],{"categories":164},[97],{"categories":166},[84],{"categories":168},[84],{"categories":170},[84],{"categories":172},[97],{"categories":174},[133],{"categories":176},[84],{"categories":178},[84],{"categories":180},[84],{"categories":182},[],{"categories":184},[185],"Design & Frontend",{"categories":187},[136],{"categories":189},[133],{"categories":191},[84],{"categories":193},[84],{"categories":195},[84],{"categories":197},[],{"categories":199},[84],{"categories":201},[84],{"categories":203},[97],{"categories":205},[111],{"categories":207},[84],{"categories":209},[97],{"categories":211},[84],{"categories":213},[214],"Marketing & Growth",{"categories":216},[185],{"categories":218},[84],{"categories":220},[97],{"categories":222},[84],{"categories":224},[84],{"categories":226},[111],{"categories":228},[84],{"categories":230},[],{"categories":232},[],{"categories":234},[185],{"categories":236},[84],{"categories":238},[97],{"categories":240},[87],{"categories":242},[111],{"categories":244},[97],{"categories":246},[185],{"categories":248},[100],{"categories":250},[84],{"categories":252},[111],{"categories":254},[56],{"categories":256},[97],{"categories":258},[100],{"categories":260},[133],{"categories":262},[84],{"categories":264},[],{"categories":266},[84],{"categories":268},[84],{"categories":270},[],{"categories":272},[97],{"categories":274},[111],{"categories":276},[],{"categories":278},[111],{"categories":280},[84],{"categories":282},[283],"Governance & Standards",{"categories":285},[92],{"categories":287},[],{"categories":289},[],{"categories":291},[84],{"categories":293},[84],{"categories":295},[97],{"categories":297},[84],{"categories":299},[84],{"categories":301},[97],{"categories":303},[84],{"categories":305},[84],{"categories":307},[84],{"categories":309},[],{"categories":311},[111],{"categories":313},[],{"categories":315},[],{"categories":317},[84],{"categories":319},[111],{"categories":321},[],{"categories":323},[111],{"categories":325},[84],{"categories":327},[84],{"categories":329},[214],{"categories":331},[84],{"categories":333},[84],{"categories":335},[84],{"categories":337},[185],{"categories":339},[185],{"categories":341},[84],{"categories":343},[111],{"categories":345},[97],{"categories":347},[348],"GovTech & Public-Sector Adoption",{"categories":350},[111],{"categories":352},[84],{"categories":354},[84],{"categories":356},[84],{"categories":358},[97],{"categories":360},[97],{"categories":362},[136],{"categories":364},[84],{"categories":366},[133],{"categories":368},[97],{"categories":370},[371],"Legal AI Tools",{"categories":373},[84],{"categories":375},[97],{"categories":377},[84],{"categories":379},[214],{"categories":381},[97],{"categories":383},[100],{"categories":385},[84],{"categories":387},[111],{"categories":389},[348],{"categories":391},[],{"categories":393},[97],{"categories":395},[],{"categories":397},[92],{"categories":399},[97],{"categories":401},[97],{"categories":403},[404],"RAG & Retrieval",{"categories":406},[92],{"categories":408},[84],{"categories":410},[111],{"categories":412},[111],{"categories":414},[56],{"categories":416},[185],{"categories":418},[97],{"categories":420},[84],{"categories":422},[84],{"categories":424},[],{"categories":426},[427],"Agents & Orchestration",{"categories":429},[111],{"categories":431},[84],{"categories":433},[],{"categories":435},[97],{"categories":437},[92],{"categories":439},[],{"categories":441},[84],{"categories":443},[],{"categories":445},[84],{"categories":447},[87],{"categories":449},[111],{"categories":451},[92],{"categories":453},[84],{"categories":455},[97],{"categories":457},[84],{"categories":459},[133],{"categories":461},[84],{"categories":463},[],{"categories":465},[84],{"categories":467},[],{"categories":469},[84],{"categories":471},[111],{"categories":473},[84],{"categories":475},[97],{"categories":477},[136],{"categories":479},[],{"categories":481},[84],{"categories":483},[185],{"categories":485},[486],"Models & Frontier Labs",{"categories":488},[],{"categories":490},[185],{"categories":492},[493],"Regulation & Governance of AI",{"categories":495},[100],{"categories":497},[97],{"categories":499},[],{"categories":501},[84],{"categories":503},[84],{"categories":505},[97],{"categories":507},[97],{"categories":509},[133],{"categories":511},[84],{"categories":513},[92],{"categories":515},[84],{"categories":517},[97],{"categories":519},[],{"categories":521},[111],{"categories":523},[97],{"categories":525},[84],{"categories":527},[100],{"categories":529},[84],{"categories":531},[532],"AI Policy & Regulation",{"categories":534},[],{"categories":536},[84],{"categories":538},[97],{"categories":540},[100],{"categories":542},[97],{"categories":544},[84],{"categories":546},[84],{"categories":548},[84],{"categories":550},[97],{"categories":552},[],{"categories":554},[136],{"categories":556},[557],"Evals & Reliability",{"categories":559},[84],{"categories":561},[84],{"categories":563},[],{"categories":565},[87],{"categories":567},[348],{"categories":569},[532],{"categories":571},[84],{"categories":573},[92],{"categories":575},[84],{"categories":577},[97],{"categories":579},[84],{"categories":581},[97],{"categories":583},[427],{"categories":585},[84],{"categories":587},[111],{"categories":589},[84],{"categories":591},[],{"categories":593},[185],{"categories":595},[],{"categories":597},[84],{"categories":599},[348],{"categories":601},[84],{"categories":603},[84],{"categories":605},[84],{"categories":607},[],{"categories":609},[84],{"categories":611},[185],{"categories":613},[111],{"categories":615},[],{"categories":617},[84],{"categories":619},[],{"categories":621},[97],{"categories":623},[84],{"categories":625},[185],{"categories":627},[],{"categories":629},[84],{"categories":631},[84],{"categories":633},[136],{"categories":635},[97],{"categories":637},[84],{"categories":639},[92],{"categories":641},[97],{"categories":643},[84],{"categories":645},[84],{"categories":647},[111],{"categories":649},[185],{"categories":651},[84],{"categories":653},[97],{"categories":655},[],{"categories":657},[111],{"categories":659},[97],{"categories":661},[136],{"categories":663},[],{"categories":665},[84],{"categories":667},[133],{"categories":669},[84],{"categories":671},[],{"categories":673},[84],{"categories":675},[84],{"categories":677},[84],{"categories":679},[92,214],{"categories":681},[],{"categories":683},[111],{"categories":685},[84],{"categories":687},[84],{"categories":689},[97],{"categories":691},[84],{"categories":693},[],{"categories":695},[],{"categories":697},[84],{"categories":699},[185],{"categories":701},[84],{"categories":703},[],{"categories":705},[84],{"categories":707},[56],{"categories":709},[],{"categories":711},[97],{"categories":713},[133],{"categories":715},[84],{"categories":717},[84],{"categories":719},[185],{"categories":721},[],{"categories":723},[133],{"categories":725},[84],{"categories":727},[122],{"categories":729},[84],{"categories":731},[84],{"categories":733},[97],{"categories":735},[133],{"categories":737},[486],{"categories":739},[84],{"categories":741},[214],{"categories":743},[],{"categories":745},[97],{"categories":747},[92],{"categories":749},[111],{"categories":751},[84],{"categories":753},[97],{"categories":755},[],{"categories":757},[84,56],{"categories":759},[84],{"categories":761},[84],{"categories":763},[84],{"categories":765},[97],{"categories":767},[84,111],{"categories":769},[136],{"categories":771},[84],{"categories":773},[84],{"categories":775},[84],{"categories":777},[111],{"categories":779},[84],{"categories":781},[97],{"categories":783},[97],{"categories":785},[532],{"categories":787},[214],{"categories":789},[84],{"categories":791},[97],{"categories":793},[84],{"categories":795},[84],{"categories":797},[97],{"categories":799},[],{"categories":801},[97],{"categories":803},[84],{"categories":805},[84],{"categories":807},[97],{"categories":809},[84],{"categories":811},[84,92],{"categories":813},[84],{"categories":815},[92],{"categories":817},[],{"categories":819},[185],{"categories":821},[185],{"categories":823},[84],{"categories":825},[],{"categories":827},[],{"categories":829},[84],{"categories":831},[133],{"categories":833},[],{"categories":835},[87],{"categories":837},[84],{"categories":839},[111],{"categories":841},[84],{"categories":843},[844],"Generative UI & Design-to-Code",{"categories":846},[84],{"categories":848},[84],{"categories":850},[185],{"categories":852},[84],{"categories":854},[855],"Algorithmic Accountability",{"categories":857},[97],{"categories":859},[111],{"categories":861},[133],{"categories":863},[185],{"categories":865},[84],{"categories":867},[],{"categories":869},[100],{"categories":871},[84],{"categories":873},[84],{"categories":875},[84],{"categories":877},[84],{"categories":879},[97],{"categories":881},[882],"MLOps & Infrastructure",{"categories":884},[84],{"categories":886},[84],{"categories":888},[84],{"categories":890},[84],{"categories":892},[84],{"categories":894},[111],{"categories":896},[133],{"categories":898},[84],{"categories":900},[100],{"categories":902},[87],{"categories":904},[84],{"categories":906},[97],{"categories":908},[56],{"categories":910},[84],{"categories":912},[92],{"categories":914},[84],{"categories":916},[185],{"categories":918},[84],{"categories":920},[84],{"categories":922},[97],{"categories":924},[],{"categories":926},[],{"categories":928},[84],{"categories":930},[122],{"categories":932},[185],{"categories":934},[133],{"categories":936},[136],{"categories":938},[],{"categories":940},[84],{"categories":942},[84],{"categories":944},[92],{"categories":946},[97],{"categories":948},[84],{"categories":950},[84],{"categories":952},[84],{"categories":954},[84],{"categories":956},[133],{"categories":958},[122],{"categories":960},[84],{"categories":962},[185],{"categories":964},[84],{"categories":966},[],{"categories":968},[97],{"categories":970},[111],{"categories":972},[],{"categories":974},[84],{"categories":976},[84],{"categories":978},[97],{"categories":980},[111],{"categories":982},[84],{"categories":984},[136],{"categories":986},[185],{"categories":988},[],{"categories":990},[84],{"categories":992},[],{"categories":994},[84],{"categories":996},[],{"categories":998},[84],{"categories":1000},[84],{"categories":1002},[100],{"categories":1004},[92],{"categories":1006},[97],{"categories":1008},[97],{"categories":1010},[],{"categories":1012},[84],{"categories":1014},[87],{"categories":1016},[84],{"categories":1018},[84],{"categories":1020},[92],{"categories":1022},[133],{"categories":1024},[87],{"categories":1026},[],{"categories":1028},[84],{"categories":1030},[],{"categories":1032},[84],{"categories":1034},[],{"categories":1036},[133],{"categories":1038},[133],{"categories":1040},[],{"categories":1042},[427],{"categories":1044},[84],{"categories":1046},[185],{"categories":1048},[111],{"categories":1050},[],{"categories":1052},[371],{"categories":1054},[97],{"categories":1056},[92],{"categories":1058},[],{"categories":1060},[],{"categories":1062},[87],{"categories":1064},[136],{"categories":1066},[],{"categories":1068},[214],{"categories":1070},[97],{"categories":1072},[92],{"categories":1074},[97],{"categories":1076},[84],{"categories":1078},[92],{"categories":1080},[84],{"categories":1082},[111],{"categories":1084},[],{"categories":1086},[122],{"categories":1088},[100],{"categories":1090},[84],{"categories":1092},[185],{"categories":1094},[111],{"categories":1096},[92],{"categories":1098},[84],{"categories":1100},[111],{"categories":1102},[84],{"categories":1104},[97],{"categories":1106},[92],{"categories":1108},[84],{"categories":1110},[84],{"categories":1112},[84],{"categories":1114},[84],{"categories":1116},[84],{"categories":1118},[],{"categories":1120},[],{"categories":1122},[111],{"categories":1124},[136],{"categories":1126},[100],{"categories":1128},[84],{"categories":1130},[97],{"categories":1132},[111],{"categories":1134},[111],{"categories":1136},[84],{"categories":1138},[],{"categories":1140},[133],{"categories":1142},[100],{"categories":1144},[100],{"categories":1146},[111],{"categories":1148},[84],{"categories":1150},[557],{"categories":1152},[56],{"categories":1154},[],{"categories":1156},[97],{"categories":1158},[84],{"categories":1160},[],{"categories":1162},[87],{"categories":1164},[],{"categories":1166},[84],{"categories":1168},[84],{"categories":1170},[84],{"categories":1172},[185],{"categories":1174},[214],{"categories":1176},[84],{"categories":1178},[111],{"categories":1180},[84],{"categories":1182},[97],{"categories":1184},[],{"categories":1186},[111],{"categories":1188},[84],{"categories":1190},[87],{"categories":1192},[],{"categories":1194},[92],{"categories":1196},[84],{"categories":1198},[84],{"categories":1200},[133],{"categories":1202},[84,56],{"categories":1204},[84],{"categories":1206},[1207],"Design Systems for AI",{"categories":1209},[84],{"categories":1211},[84],{"categories":1213},[133],{"categories":1215},[84],{"categories":1217},[84],{"categories":1219},[84],{"categories":1221},[92],{"categories":1223},[84],{"categories":1225},[84],{"categories":1227},[84],{"categories":1229},[],{"categories":1231},[84],{"categories":1233},[84],{"categories":1235},[92],{"categories":1237},[84],{"categories":1239},[],{"categories":1241},[97],{"categories":1243},[97],{"categories":1245},[111],{"categories":1247},[133],{"categories":1249},[111],{"categories":1251},[84],{"categories":1253},[185],{"categories":1255},[133],{"categories":1257},[136],{"categories":1259},[84],{"categories":1261},[84],{"categories":1263},[97],{"categories":1265},[87],{"categories":1267},[532],{"categories":1269},[84],{"categories":1271},[97],{"categories":1273},[84],{"categories":1275},[111],{"categories":1277},[111],{"categories":1279},[],{"categories":1281},[],{"categories":1283},[84],{"categories":1285},[97],{"categories":1287},[100],{"categories":1289},[],{"categories":1291},[92],{"categories":1293},[84],{"categories":1295},[],{"categories":1297},[185],{"categories":1299},[111],{"categories":1301},[97],{"categories":1303},[111],{"categories":1305},[185],{"categories":1307},[84],{"categories":1309},[84],{"categories":1311},[185],{"categories":1313},[],{"categories":1315},[],{"categories":1317},[133],{"categories":1319},[97],{"categories":1321},[97],{"categories":1323},[84],{"categories":1325},[84],{"categories":1327},[84],{"categories":1329},[84],{"categories":1331},[92],{"categories":1333},[84],{"categories":1335},[84],{"categories":1337},[],{"categories":1339},[111],{"categories":1341},[111],{"categories":1343},[84],{"categories":1345},[111],{"categories":1347},[92],{"categories":1349},[],{"categories":1351},[84],{"categories":1353},[84],{"categories":1355},[84],{"categories":1357},[84],{"categories":1359},[84],{"categories":1361},[97],{"categories":1363},[87],{"categories":1365},[92],{"categories":1367},[84],{"categories":1369},[97],{"categories":1371},[133],{"categories":1373},[97],{"categories":1375},[122],{"categories":1377},[214],{"categories":1379},[84],{"categories":1381},[97],{"categories":1383},[84],{"categories":1385},[84],{"categories":1387},[84],{"categories":1389},[],{"categories":1391},[185],{"categories":1393},[],{"categories":1395},[84],{"categories":1397},[84],{"categories":1399},[],{"categories":1401},[84],{"categories":1403},[111],{"categories":1405},[92],{"categories":1407},[1408],"Visual & Generative Media",{"categories":1410},[97],{"categories":1412},[],{"categories":1414},[84],{"categories":1416},[84],{"categories":1418},[111],{"categories":1420},[56],{"categories":1422},[84],{"categories":1424},[136],{"categories":1426},[532],{"categories":1428},[111],{"categories":1430},[214],{"categories":1432},[84],{"categories":1434},[185],{"categories":1436},[84],{"categories":1438},[84],{"categories":1440},[111],{"categories":1442},[97],{"categories":1444},[84],{"categories":1446},[],{"categories":1448},[],{"categories":1450},[97],{"categories":1452},[111],{"categories":1454},[87],{"categories":1456},[97],{"categories":1458},[486],{"categories":1460},[84],{"categories":1462},[100],{"categories":1464},[84],{"categories":1466},[92],{"categories":1468},[],{"categories":1470},[84],{"categories":1472},[100],{"categories":1474},[84],{"categories":1476},[84],{"categories":1478},[84],{"categories":1480},[100],{"categories":1482},[84],{"categories":1484},[84],{"categories":1486},[214],{"categories":1488},[84],{"categories":1490},[427],{"categories":1492},[84],{"categories":1494},[97],{"categories":1496},[84],{"categories":1498},[84],{"categories":1500},[84],{"categories":1502},[84],{"categories":1504},[185],{"categories":1506},[97],{"categories":1508},[],{"categories":1510},[97],{"categories":1512},[],{"categories":1514},[56],{"categories":1516},[111],{"categories":1518},[],{"categories":1520},[486],{"categories":1522},[84],{"categories":1524},[97],{"categories":1526},[97],{"categories":1528},[84],{"categories":1530},[185,84],{"categories":1532},[87],{"categories":1534},[84],{"categories":1536},[185],{"categories":1538},[],{"categories":1540},[84],{"categories":1542},[87],{"categories":1544},[84],{"categories":1546},[1547],"Medical Imaging & Radiology",{"categories":1549},[84],{"categories":1551},[84],{"categories":1553},[84],{"categories":1555},[185],{"categories":1557},[97],{"categories":1559},[111],{"categories":1561},[],{"categories":1563},[84],{"categories":1565},[84],{"categories":1567},[84],{"categories":1569},[],{"categories":1571},[],{"categories":1573},[84],{"categories":1575},[84],{"categories":1577},[427],{"categories":1579},[84],{"categories":1581},[87],{"categories":1583},[84],{"categories":1585},[84],{"categories":1587},[],{"categories":1589},[97],{"categories":1591},[84],{"categories":1593},[100],{"categories":1595},[111],{"categories":1597},[84],{"categories":1599},[97],{"categories":1601},[427],{"categories":1603},[84],{"categories":1605},[97],{"categories":1607},[84],{"categories":1609},[84],{"categories":1611},[84],{"categories":1613},[185],{"categories":1615},[97],{"categories":1617},[56],{"categories":1619},[185],{"categories":1621},[92],{"categories":1623},[97],{"categories":1625},[133],{"categories":1627},[84],{"categories":1629},[84],{"categories":1631},[100],{"categories":1633},[84],{"categories":1635},[84],{"categories":1637},[84],{"categories":1639},[84],{"categories":1641},[97],{"categories":1643},[84],{"categories":1645},[111],{"categories":1647},[111],{"categories":1649},[84],{"categories":1651},[100],{"categories":1653},[],{"categories":1655},[133],{"categories":1657},[],{"categories":1659},[100],{"categories":1661},[97],{"categories":1663},[84],{"categories":1665},[97],{"categories":1667},[1207],{"categories":1669},[1207],{"categories":1671},[185],{"categories":1673},[84],{"categories":1675},[84],{"categories":1677},[84],{"categories":1679},[97],{"categories":1681},[111],{"categories":1683},[185],{"categories":1685},[97],{"categories":1687},[133],{"categories":1689},[],{"categories":1691},[84],{"categories":1693},[],{"categories":1695},[84],{"categories":1697},[84],{"categories":1699},[84],{"categories":1701},[84],{"categories":1703},[97],{"categories":1705},[1706],"Contract Review & E-Discovery",{"categories":1708},[84],{"categories":1710},[185],{"categories":1712},[84],{"categories":1714},[87],{"categories":1716},[84],{"categories":1718},[133],{"categories":1720},[84],{"categories":1722},[84],{"categories":1724},[214],{"categories":1726},[111],{"categories":1728},[84],{"categories":1730},[84],{"categories":1732},[97],{"categories":1734},[97],{"categories":1736},[855],{"categories":1738},[84],{"categories":1740},[84],{"categories":1742},[97],{"categories":1744},[97],{"categories":1746},[84],{"categories":1748},[84],{"categories":1750},[84],{"categories":1752},[97],{"categories":1754},[84],{"categories":1756},[84],{"categories":1758},[427],{"categories":1760},[404],{"categories":1762},[84],{"categories":1764},[97],{"categories":1766},[84],{"categories":1768},[1769],"Law-Firm Practice & Adoption",{"categories":1771},[84],{"categories":1773},[97],{"categories":1775},[185],{"categories":1777},[84],{"categories":1779},[84],{"categories":1781},[84],{"categories":1783},[],{"categories":1785},[],{"categories":1787},[111],{"categories":1789},[84],{"categories":1791},[],{"categories":1793},[97],{"categories":1795},[87],{"categories":1797},[56],{"categories":1799},[84],{"categories":1801},[],{"categories":1803},[87],{"categories":1805},[92],{"categories":1807},[84],{"categories":1809},[214],{"categories":1811},[],{"categories":1813},[92],{"categories":1815},[97],{"categories":1817},[92],{"categories":1819},[],{"categories":1821},[84],{"categories":1823},[100],{"categories":1825},[84],{"categories":1827},[111],{"categories":1829},[],{"categories":1831},[],{"categories":1833},[],{"categories":1835},[],{"categories":1837},[84],{"categories":1839},[100],{"categories":1841},[97],{"categories":1843},[56],{"categories":1845},[84],{"categories":1847},[87],{"categories":1849},[111],{"categories":1851},[84],{"categories":1853},[84],{"categories":1855},[111],{"categories":1857},[100],{"categories":1859},[84],{"categories":1861},[84],{"categories":1863},[84],{"categories":1865},[882],{"categories":1867},[84],{"categories":1869},[111],{"categories":1871},[84],{"categories":1873},[214],{"categories":1875},[111],{"categories":1877},[92],{"categories":1879},[84],{"categories":1881},[84],{"categories":1883},[84],{"categories":1885},[185],{"categories":1887},[84],{"categories":1889},[84],{"categories":1891},[84],{"categories":1893},[84],{"categories":1895},[92],{"categories":1897},[97],{"categories":1899},[84,87],{"categories":1901},[427],{"categories":1903},[84],{"categories":1905},[84],{"categories":1907},[111],{"categories":1909},[111],{"categories":1911},[185],{"categories":1913},[97],{"categories":1915},[97],{"categories":1917},[111],{"categories":1919},[84],{"categories":1921},[84],{"categories":1923},[84],{"categories":1925},[],{"categories":1927},[],{"categories":1929},[84],{"categories":1931},[136],{"categories":1933},[84],{"categories":1935},[97],{"categories":1937},[],{"categories":1939},[84],{"categories":1941},[84],{"categories":1943},[111],{"categories":1945},[136],{"categories":1947},[133],{"categories":1949},[185],{"categories":1951},[84],{"categories":1953},[97],{"categories":1955},[84],{"categories":1957},[111],{"categories":1959},[],{"categories":1961},[97],{"categories":1963},[84],{"categories":1965},[84],{"categories":1967},[84],{"categories":1969},[84],{"categories":1971},[],{"categories":1973},[97],{"categories":1975},[84],{"categories":1977},[84],{"categories":1979},[84],{"categories":1981},[],{"categories":1983},[97],{"categories":1985},[84],{"categories":1987},[84],{"categories":1989},[92],{"categories":1991},[84],{"categories":1993},[84],{"categories":1995},[],{"categories":1997},[87],{"categories":1999},[84],{"categories":2001},[84],{"categories":2003},[84],{"categories":2005},[185],{"categories":2007},[84],{"categories":2009},[111],{"categories":2011},[84],{"categories":2013},[87],{"categories":2015},[84],{"categories":2017},[111],{"categories":2019},[214],{"categories":2021},[97],{"categories":2023},[97],{"categories":2025},[84],{"categories":2027},[84],{"categories":2029},[84,185],{"categories":2031},[84],{"categories":2033},[97],{"categories":2035},[133],{"categories":2037},[84],{"categories":2039},[133],{"categories":2041},[97],{"categories":2043},[185],{"categories":2045},[84],{"categories":2047},[],{"categories":2049},[111],{"categories":2051},[56],{"categories":2053},[185],{"categories":2055},[111],{"categories":2057},[84],{"categories":2059},[100],{"categories":2061},[84],{"categories":2063},[84],{"categories":2065},[97],{"categories":2067},[],{"categories":2069},[],{"categories":2071},[84],{"categories":2073},[],{"categories":2075},[],{"categories":2077},[100],{"categories":2079},[111],{"categories":2081},[84],{"categories":2083},[97],{"categories":2085},[97],{"categories":2087},[92],{"categories":2089},[97],{"categories":2091},[56],{"categories":2093},[84],{"categories":2095},[84],{"categories":2097},[84],{"categories":2099},[122],{"categories":2101},[84],{"categories":2103},[84],{"categories":2105},[84],{"categories":2107},[111],{"categories":2109},[97],{"categories":2111},[84],{"categories":2113},[84],{"categories":2115},[111],{"categories":2117},[371],{"categories":2119},[97],{"categories":2121},[855],{"categories":2123},[],{"categories":2125},[185],{"categories":2127},[1769],{"categories":2129},[111],{"categories":2131},[],{"categories":2133},[],{"categories":2135},[84],{"categories":2137},[97],{"categories":2139},[],{"categories":2141},[],{"categories":2143},[84],{"categories":2145},[214],{"categories":2147},[84],{"categories":2149},[214],{"categories":2151},[97],{"categories":2153},[84],{"categories":2155},[84],{"categories":2157},[111],{"categories":2159},[100],{"categories":2161},[],{"categories":2163},[84],{"categories":2165},[84],{"categories":2167},[111],{"categories":2169},[1706],{"categories":2171},[185],{"categories":2173},[185],{"categories":2175},[84],{"categories":2177},[97],{"categories":2179},[87],{"categories":2181},[84],{"categories":2183},[84],{"categories":2185},[84],{"categories":2187},[84],{"categories":2189},[185],{"categories":2191},[185],{"categories":2193},[97],{"categories":2195},[97],{"categories":2197},[97],{"categories":2199},[84],{"categories":2201},[84],{"categories":2203},[],{"categories":2205},[84],{"categories":2207},[],{"categories":2209},[2210],"Interaction & Product Design",{"categories":2212},[84],{"categories":2214},[97],{"categories":2216},[111],{"categories":2218},[283],{"categories":2220},[133],{"categories":2222},[111],{"categories":2224},[84],{"categories":2226},[84],{"categories":2228},[84],{"categories":2230},[111],{"categories":2232},[84],{"categories":2234},[87],{"categories":2236},[97],{"categories":2238},[84],{"categories":2240},[],{"categories":2242},[97],{"categories":2244},[97],{"categories":2246},[97],{"categories":2248},[],{"categories":2250},[111],{"categories":2252},[84],{"categories":2254},[97],{"categories":2256},[87],{"categories":2258},[2210],{"categories":2260},[84],{"categories":2262},[87],{"categories":2264},[87],{"categories":2266},[],{"categories":2268},[97],{"categories":2270},[111],{"categories":2272},[],{"categories":2274},[97],{"categories":2276},[133],{"categories":2278},[84],{"categories":2280},[97],{"categories":2282},[84],{"categories":2284},[97],{"categories":2286},[97],{"categories":2288},[84],{"categories":2290},[84],{"categories":2292},[133],{"categories":2294},[136],{"categories":2296},[84],{"categories":2298},[100],{"categories":2300},[111],{"categories":2302},[2303],"Coding Agents & Dev Productivity",{"categories":2305},[133],{"categories":2307},[185],{"categories":2309},[84],{"categories":2311},[84],{"categories":2313},[],{"categories":2315},[84],{"categories":2317},[855],{"categories":2319},[],{"categories":2321},[84],{"categories":2323},[84],{"categories":2325},[56],{"categories":2327},[84],{"categories":2329},[133],{"categories":2331},[],{"categories":2333},[],{"categories":2335},[84],{"categories":2337},[],{"categories":2339},[97],{"categories":2341},[84],{"categories":2343},[],{"categories":2345},[111],{"categories":2347},[111],{"categories":2349},[84],{"categories":2351},[136],{"categories":2353},[],{"categories":2355},[84],{"categories":2357},[84],{"categories":2359},[84],{"categories":2361},[136],{"categories":2363},[111],{"categories":2365},[97],{"categories":2367},[],{"categories":2369},[],{"categories":2371},[84],{"categories":2373},[84],{"categories":2375},[97],{"categories":2377},[97],{"categories":2379},[348],{"categories":2381},[111],{"categories":2383},[111],{"categories":2385},[97],{"categories":2387},[133],{"categories":2389},[133],{"categories":2391},[97],{"categories":2393},[97],{"categories":2395},[84],{"categories":2397},[87],{"categories":2399},[2210],{"categories":2401},[100],{"categories":2403},[84,56],{"categories":2405},[136],{"categories":2407},[],{"categories":2409},[185],{"categories":2411},[97],{"categories":2413},[111],{"categories":2415},[87],{"categories":2417},[84],{"categories":2419},[97],{"categories":2421},[2422],"The Designer's Role & Craft",{"categories":2424},[185],{"categories":2426},[],{"categories":2428},[97],{"categories":2430},[84],{"categories":2432},[97],{"categories":2434},[97],{"categories":2436},[84],{"categories":2438},[214],{"categories":2440},[84],{"categories":2442},[111],{"categories":2444},[84],{"categories":2446},[185],{"categories":2448},[84],{"categories":2450},[],{"categories":2452},[97],{"categories":2454},[185],{"categories":2456},[100],{"categories":2458},[84],{"categories":2460},[84],{"categories":2462},[84],{"categories":2464},[2465],"AI UX Patterns",{"categories":2467},[97],{"categories":2469},[97],{"categories":2471},[97],{"categories":2473},[97],{"categories":2475},[214],{"categories":2477},[136],{"categories":2479},[84],{"categories":2481},[97],{"categories":2483},[84],{"categories":2485},[1207],{"categories":2487},[],{"categories":2489},[214],{"categories":2491},[97],{"categories":2493},[133],{"categories":2495},[111],{"categories":2497},[84],{"categories":2499},[97],{"categories":2501},[],{"categories":2503},[],{"categories":2505},[84],{"categories":2507},[84],{"categories":2509},[97],{"categories":2511},[84],{"categories":2513},[97],{"categories":2515},[348],{"categories":2517},[185],{"categories":2519},[84],{"categories":2521},[133],{"categories":2523},[111],{"categories":2525},[84],{"categories":2527},[97],{"categories":2529},[97],{"categories":2531},[],{"categories":2533},[84],{"categories":2535},[],{"categories":2537},[84],{"categories":2539},[],{"categories":2541},[84],{"categories":2543},[84],{"categories":2545},[84],{"categories":2547},[97],{"categories":2549},[111],{"categories":2551},[],{"categories":2553},[],{"categories":2555},[136],{"categories":2557},[122],{"categories":2559},[84],{"categories":2561},[84],{"categories":2563},[84],{"categories":2565},[136],{"categories":2567},[84],{"categories":2569},[84],{"categories":2571},[133],{"categories":2573},[84],{"categories":2575},[84],{"categories":2577},[84],{"categories":2579},[97],{"categories":2581},[84],{"categories":2583},[97],{"categories":2585},[84],{"categories":2587},[84],{"categories":2589},[84],{"categories":2591},[97],{"categories":2593},[],{"categories":2595},[84],{"categories":2597},[],{"categories":2599},[84],{"categories":2601},[84],{"categories":2603},[56],{"categories":2605},[84],{"categories":2607},[],{"categories":2609},[],{"categories":2611},[185],{"categories":2613},[882],{"categories":2615},[97],{"categories":2617},[87],{"categories":2619},[2422],{"categories":2621},[],{"categories":2623},[],{"categories":2625},[84],{"categories":2627},[],{"categories":2629},[],{"categories":2631},[111],{"categories":2633},[133],{"categories":2635},[214],{"categories":2637},[97],{"categories":2639},[92],{"categories":2641},[84],{"categories":2643},[84],{"categories":2645},[92],{"categories":2647},[],{"categories":2649},[185],{"categories":2651},[100],{"categories":2653},[84],{"categories":2655},[84],{"categories":2657},[97],{"categories":2659},[92],{"categories":2661},[84],{"categories":2663},[84],{"categories":2665},[87],{"categories":2667},[84],{"categories":2669},[84],{"categories":2671},[],{"categories":2673},[87],{"categories":2675},[84],{"categories":2677},[214],{"categories":2679},[97],{"categories":2681},[133],{"categories":2683},[84],{"categories":2685},[111],{"categories":2687},[84],{"categories":2689},[84],{"categories":2691},[92],{"categories":2693},[84],{"categories":2695},[84],{"categories":2697},[84],{"categories":2699},[97],{"categories":2701},[84],{"categories":2703},[],{"categories":2705},[84],{"categories":2707},[111],{"categories":2709},[87],{"categories":2711},[84],{"categories":2713},[84],{"categories":2715},[84],{"categories":2717},[],{"categories":2719},[84],{"categories":2721},[427],{"categories":2723},[97],{"categories":2725},[92],{"categories":2727},[133],{"categories":2729},[84],{"categories":2731},[84],{"categories":2733},[],{"categories":2735},[92],{"categories":2737},[92],{"categories":2739},[84],{"categories":2741},[84],{"categories":2743},[100],{"categories":2745},[84],{"categories":2747},[84],{"categories":2749},[84],{"categories":2751},[84],{"categories":2753},[111],{"categories":2755},[111],{"categories":2757},[84],{"categories":2759},[],{"categories":2761},[111],{"categories":2763},[84],{"categories":2765},[111],{"categories":2767},[97],{"categories":2769},[532],{"categories":2771},[],{"categories":2773},[],{"categories":2775},[84],{"categories":2777},[133],{"categories":2779},[],{"categories":2781},[56],{"categories":2783},[84],{"categories":2785},[84],{"categories":2787},[84],{"categories":2789},[185],{"categories":2791},[844],{"categories":2793},[],{"categories":2795},[84],{"categories":2797},[84],{"categories":2799},[84],{"categories":2801},[111],{"categories":2803},[84],{"categories":2805},[84],{"categories":2807},[84,56],{"categories":2809},[84],{"categories":2811},[84],{"categories":2813},[185],{"categories":2815},[97],{"categories":2817},[],{"categories":2819},[97],{"categories":2821},[97],{"categories":2823},[84],{"categories":2825},[84],{"categories":2827},[84],{"categories":2829},[84],{"categories":2831},[136],{"categories":2833},[84],{"categories":2835},[2465],{"categories":2837},[87],{"categories":2839},[136],{"categories":2841},[87],{"categories":2843},[111],{"categories":2845},[185],{"categories":2847},[97],{"categories":2849},[84],{"categories":2851},[],{"categories":2853},[92],{"categories":2855},[84],{"categories":2857},[84],{"categories":2859},[133],{"categories":2861},[84],{"categories":2863},[84],{"categories":2865},[84],{"categories":2867},[97],{"categories":2869},[84],{"categories":2871},[84],{"categories":2873},[84],{"categories":2875},[92],{"categories":2877},[],{"categories":2879},[56],{"categories":2881},[84],{"categories":2883},[348],{"categories":2885},[185],{"categories":2887},[185],{"categories":2889},[111],{"categories":2891},[97],{"categories":2893},[84],{"categories":2895},[92],{"categories":2897},[133],{"categories":2899},[84],{"categories":2901},[84],{"categories":2903},[84],{"categories":2905},[185],{"categories":2907},[97],{"categories":2909},[97],{"categories":2911},[84],{"categories":2913},[84],{"categories":2915},[486],{"categories":2917},[97],{"categories":2919},[],{"categories":2921},[84],{"categories":2923},[84],{"categories":2925},[84],{"categories":2927},[],{"categories":2929},[],{"categories":2931},[84],{"categories":2933},[84],{"categories":2935},[97],{"categories":2937},[84],{"categories":2939},[84],{"categories":2941},[84],{"categories":2943},[111],{"categories":2945},[84],{"categories":2947},[84],{"categories":2949},[97],{"categories":2951},[84],{"categories":2953},[84],{"categories":2955},[84],{"categories":2957},[84],{"categories":2959},[84],{"categories":2961},[],{"categories":2963},[111],{"categories":2965},[136],{"categories":2967},[84],{"categories":2969},[97],{"categories":2971},[97],{"categories":2973},[84],{"categories":2975},[84],{"categories":2977},[],{"categories":2979},[],{"categories":2981},[84],{"categories":2983},[84],{"categories":2985},[84],{"categories":2987},[133],{"categories":2989},[136],{"categories":2991},[],{"categories":2993},[84],{"categories":2995},[185],{"categories":2997},[84],{"categories":2999},[56],{"categories":3001},[1769],{"categories":3003},[133],{"categories":3005},[111],{"categories":3007},[84],{"categories":3009},[111],{"categories":3011},[111],{"categories":3013},[84],{"categories":3015},[84],{"categories":3017},[111],{"categories":3019},[133],{"categories":3021},[133],{"categories":3023},[56],{"categories":3025},[97],{"categories":3027},[],{"categories":3029},[133],{"categories":3031},[84],{"categories":3033},[97],{"categories":3035},[87],{"categories":3037},[111],{"categories":3039},[84],{"categories":3041},[133],{"categories":3043},[],{"categories":3045},[84],{"categories":3047},[111],{"categories":3049},[111],{"categories":3051},[136],{"categories":3053},[84],{"categories":3055},[133],{"categories":3057},[84],{"categories":3059},[111],{"categories":3061},[97],{"categories":3063},[97],{"categories":3065},[133],{"categories":3067},[97],{"categories":3069},[56],{"categories":3071},[97],{"categories":3073},[84],{"categories":3075},[84],{"categories":3077},[84],{"categories":3079},[84],{"categories":3081},[111],{"categories":3083},[84],{"categories":3085},[],{"categories":3087},[97],{"categories":3089},[92],{"categories":3091},[111],{"categories":3093},[],{"categories":3095},[],{"categories":3097},[84],{"categories":3099},[97],{"categories":3101},[84],{"categories":3103},[84],{"categories":3105},[3106],"Frameworks & Tooling",{"categories":3108},[84],{"categories":3110},[84],{"categories":3112},[111],{"categories":3114},[84],{"categories":3116},[84],{"categories":3118},[],{"categories":3120},[136],{"categories":3122},[136],{"categories":3124},[87],{"categories":3126},[84],{"categories":3128},[97],{"categories":3130},[84],{"categories":3132},[185],{"categories":3134},[],{"categories":3136},[1769],{"categories":3138},[84],{"categories":3140},[111],{"categories":3142},[84],{"categories":3144},[56],{"categories":3146},[56],{"categories":3148},[],{"categories":3150},[97],{"categories":3152},[97],{"categories":3154},[84],{"categories":3156},[84],{"categories":3158},[133],{"categories":3160},[97],{"categories":3162},[133],{"categories":3164},[84],{"categories":3166},[97],{"categories":3168},[],{"categories":3170},[185],{"categories":3172},[84],{"categories":3174},[84],{"categories":3176},[],{"categories":3178},[84],{"categories":3180},[97],{"categories":3182},[84],{"categories":3184},[84],{"categories":3186},[84],{"categories":3188},[],{"categories":3190},[111],{"categories":3192},[84],{"categories":3194},[111],{"categories":3196},[56],{"categories":3198},[84],{"categories":3200},[84],{"categories":3202},[84],{"categories":3204},[111],{"categories":3206},[92],{"categories":3208},[84],{"categories":3210},[1769],{"categories":3212},[],{"categories":3214},[97],{"categories":3216},[87],{"categories":3218},[84],{"categories":3220},[87],{"categories":3222},[84],{"categories":3224},[],{"categories":3226},[97],{"categories":3228},[84],{"categories":3230},[84],{"categories":3232},[3233],"AI Design Tooling",{"categories":3235},[185],{"categories":3237},[84],{"categories":3239},[84],{"categories":3241},[111],{"categories":3243},[185],{"categories":3245},[84],{"categories":3247},[84],{"categories":3249},[111],{"categories":3251},[133],{"categories":3253},[100],{"categories":3255},[111],{"categories":3257},[84],{"categories":3259},[84],{"categories":3261},[84],{"categories":3263},[97],{"categories":3265},[84],{"categories":3267},[],{"categories":3269},[97],{"categories":3271},[84],{"categories":3273},[84],{"categories":3275},[97],{"categories":3277},[84],{"categories":3279},[84],{"categories":3281},[84],{"categories":3283},[97],{"categories":3285},[],{"categories":3287},[97],{"categories":3289},[3106],{"categories":3291},[84],{"categories":3293},[84],{"categories":3295},[97],{"categories":3297},[97],{"categories":3299},[111],{"categories":3301},[111],{"categories":3303},[84],{"categories":3305},[],{"categories":3307},[111],{"categories":3309},[84],{"categories":3311},[84],{"categories":3313},[97],{"categories":3315},[92],{"categories":3317},[84],{"categories":3319},[],{"categories":3321},[84],{"categories":3323},[84],{"categories":3325},[2210],{"categories":3327},[],{"categories":3329},[84],{"categories":3331},[84],{"categories":3333},[84],{"categories":3335},[84],{"categories":3337},[185],{"categories":3339},[84],{"categories":3341},[],{"categories":3343},[84],{"categories":3345},[84],{"categories":3347},[84],{"categories":3349},[84],{"categories":3351},[214],{"categories":3353},[133],{"categories":3355},[84],{"categories":3357},[84],{"categories":3359},[1769],{"categories":3361},[87],{"categories":3363},[84],{"categories":3365},[84],{"categories":3367},[136],{"categories":3369},[84],{"categories":3371},[84],{"categories":3373},[133],{"categories":3375},[97],{"categories":3377},[],{"categories":3379},[84],{"categories":3381},[84],{"categories":3383},[185],{"categories":3385},[84],{"categories":3387},[214],{"categories":3389},[97],{"categories":3391},[84],{"categories":3393},[97],{"categories":3395},[],{"categories":3397},[],{"categories":3399},[],{"categories":3401},[87],{"categories":3403},[133],{"categories":3405},[97],{"categories":3407},[84],{"categories":3409},[84],{"categories":3411},[84],{"categories":3413},[84],{"categories":3415},[371],{"categories":3417},[185],{"categories":3419},[97],{"categories":3421},[84],{"categories":3423},[],{"categories":3425},[97],{"categories":3427},[97],{"categories":3429},[],{"categories":3431},[84],{"categories":3433},[97],{"categories":3435},[84],{"categories":3437},[],{"categories":3439},[84],{"categories":3441},[84],{"categories":3443},[84],{"categories":3445},[133],{"categories":3447},[185],{"categories":3449},[97],{"categories":3451},[185],{"categories":3453},[97],{"categories":3455},[84],{"categories":3457},[92],{"categories":3459},[],{"categories":3461},[],{"categories":3463},[84],{"categories":3465},[84],{"categories":3467},[84],{"categories":3469},[87],{"categories":3471},[97],{"categories":3473},[133],{"categories":3475},[],{"categories":3477},[185],{"categories":3479},[],{"categories":3481},[111],{"categories":3483},[84],{"categories":3485},[111],{"categories":3487},[185],{"categories":3489},[111],{"categories":3491},[84],{"categories":3493},[],{"categories":3495},[84],{"categories":3497},[84],{"categories":3499},[],{"categories":3501},[84],{"categories":3503},[84],{"categories":3505},[214],{"categories":3507},[84],{"categories":3509},[84],{"categories":3511},[56],{"categories":3513},[111],{"categories":3515},[84],{"categories":3517},[],{"categories":3519},[97],{"categories":3521},[84],{"categories":3523},[87],{"categories":3525},[486],{"categories":3527},[84],{"categories":3529},[84],{"categories":3531},[97],{"categories":3533},[84],{"categories":3535},[97],{"categories":3537},[84],{"categories":3539},[84],{"categories":3541},[84],{"categories":3543},[84],{"categories":3545},[],{"categories":3547},[84],{"categories":3549},[87],{"categories":3551},[84],{"categories":3553},[92],{"categories":3555},[111],{"categories":3557},[185],{"categories":3559},[],{"categories":3561},[84],{"categories":3563},[],{"categories":3565},[97],{"categories":3567},[84],{"categories":3569},[],{"categories":3571},[97],{"categories":3573},[84],{"categories":3575},[111],{"categories":3577},[185],{"categories":3579},[133],{"categories":3581},[84],{"categories":3583},[133],{"categories":3585},[97],{"categories":3587},[185],{"categories":3589},[84],{"categories":3591},[],{"categories":3593},[84],{"categories":3595},[122],{"categories":3597},[97],{"categories":3599},[84],{"categories":3601},[185],{"categories":3603},[133],{"categories":3605},[92],{"categories":3607},[111],{"categories":3609},[84],{"categories":3611},[84],{"categories":3613},[84],{"categories":3615},[84],{"categories":3617},[133],{"categories":3619},[214],{"categories":3621},[],{"categories":3623},[],{"categories":3625},[136],{"categories":3627},[427],{"categories":3629},[84],{"categories":3631},[97],{"categories":3633},[84,111],{"categories":3635},[133],{"categories":3637},[84],{"categories":3639},[84],{"categories":3641},[84],{"categories":3643},[84],{"categories":3645},[84],{"categories":3647},[84],{"categories":3649},[84],{"categories":3651},[97],{"categories":3653},[84],{"categories":3655},[97],{"categories":3657},[84],{"categories":3659},[84],{"categories":3661},[84],{"categories":3663},[],{"categories":3665},[84],{"categories":3667},[1207],{"categories":3669},[111],{"categories":3671},[185],{"categories":3673},[84],{"categories":3675},[84],{"categories":3677},[84],{"categories":3679},[136],{"categories":3681},[97],{"categories":3683},[214],{"categories":3685},[56],{"categories":3687},[],{"categories":3689},[111],{"categories":3691},[84],{"categories":3693},[92],{"categories":3695},[97],{"categories":3697},[87],{"categories":3699},[97],{"categories":3701},[84],{"categories":3703},[97],{"categories":3705},[97],{"categories":3707},[100],{"categories":3709},[111],{"categories":3711},[84],{"categories":3713},[84],{"categories":3715},[],{"categories":3717},[],{"categories":3719},[],{"categories":3721},[56],{"categories":3723},[84],{"categories":3725},[133],{"categories":3727},[84],{"categories":3729},[84],{"categories":3731},[84],{"categories":3733},[84],{"categories":3735},[],{"categories":3737},[84],{"categories":3739},[136],{"categories":3741},[92],{"categories":3743},[97],{"categories":3745},[84],{"categories":3747},[],{"categories":3749},[84],{"categories":3751},[97],{"categories":3753},[84],{"categories":3755},[56],{"categories":3757},[],{"categories":3759},[185],{"categories":3761},[185],{"categories":3763},[84],{"categories":3765},[97],{"categories":3767},[],{"categories":3769},[111],{"categories":3771},[84],{"categories":3773},[185],{"categories":3775},[84],{"categories":3777},[92],{"categories":3779},[97],{"categories":3781},[84],{"categories":3783},[],{"categories":3785},[133],{"categories":3787},[84],{"categories":3789},[84],{"categories":3791},[84],{"categories":3793},[185],{"categories":3795},[97],{"categories":3797},[133],{"categories":3799},[],{"categories":3801},[97],{"categories":3803},[92],{"categories":3805},[97],{"categories":3807},[185],{"categories":3809},[84],{"categories":3811},[84],{"categories":3813},[84],{"categories":3815},[427],{"categories":3817},[84],{"categories":3819},[97],{"categories":3821},[],{"categories":3823},[84],{"categories":3825},[84],{"categories":3827},[56],{"categories":3829},[133],{"categories":3831},[136],{"categories":3833},[532],{"categories":3835},[136],{"categories":3837},[136],{"categories":3839},[84],{"categories":3841},[],{"categories":3843},[],{"categories":3845},[],{"categories":3847},[97],{"categories":3849},[84],{"categories":3851},[97],{"categories":3853},[97],{"categories":3855},[111],{"categories":3857},[84],{"categories":3859},[404],{"categories":3861},[111],{"categories":3863},[97],{"categories":3865},[84],{"categories":3867},[84],{"categories":3869},[84],{"categories":3871},[84],{"categories":3873},[84],{"categories":3875},[97],{"categories":3877},[84],{"categories":3879},[],{"categories":3881},[],{"categories":3883},[84],{"categories":3885},[],{"categories":3887},[84],{"categories":3889},[97],{"categories":3891},[185],{"categories":3893},[84],{"categories":3895},[84],{"categories":3897},[],{"categories":3899},[97],{"categories":3901},[84],{"categories":3903},[84],{"categories":3905},[100],{"categories":3907},[84],{"categories":3909},[185],{"categories":3911},[84],{"categories":3913},[97],{"categories":3915},[92],{"categories":3917},[84],{"categories":3919},[84],{"categories":3921},[214],{"categories":3923},[97],{"categories":3925},[84],{"categories":3927},[84],{"categories":3929},[844],{"categories":3931},[84],{"categories":3933},[97],{"categories":3935},[84],{"categories":3937},[111],{"categories":3939},[84],{"categories":3941},[486],{"categories":3943},[185],{"categories":3945},[],{"categories":3947},[84],{"categories":3949},[84],{"categories":3951},[133],{"categories":3953},[427],{"categories":3955},[97],{"categories":3957},[84],{"categories":3959},[],{"categories":3961},[133],{"categories":3963},[348],{"categories":3965},[97],{"categories":3967},[97],{"categories":3969},[97],{"categories":3971},[84],{"categories":3973},[84],{"categories":3975},[97],{"categories":3977},[],{"categories":3979},[92],{"categories":3981},[84],{"categories":3983},[92],{"categories":3985},[97],{"categories":3987},[],{"categories":3989},[111],{"categories":3991},[84],{"categories":3993},[84],{"categories":3995},[87],{"categories":3997},[84],{"categories":3999},[133],{"categories":4001},[56],{"categories":4003},[122],{"categories":4005},[97],{"categories":4007},[97],{"categories":4009},[84],{"categories":4011},[84],{"categories":4013},[97],{"categories":4015},[84],{"categories":4017},[87],{"categories":4019},[],{"categories":4021},[97],{"categories":4023},[84],{"categories":4025},[84],{"categories":4027},[84],{"categories":4029},[97],{"categories":4031},[84],{"categories":4033},[],{"categories":4035},[84],{"categories":4037},[],{"categories":4039},[185],{"categories":4041},[97],{"categories":4043},[84,92],{"categories":4045},[97],{"categories":4047},[84],{"categories":4049},[],{"categories":4051},[87],{"categories":4053},[136],{"categories":4055},[92],{"categories":4057},[84],{"categories":4059},[111],{"categories":4061},[84],{"categories":4063},[84],{"categories":4065},[97],{"categories":4067},[84],{"categories":4069},[84],{"categories":4071},[84],{"categories":4073},[133],{"categories":4075},[1207],{"categories":4077},[97],{"categories":4079},[84],{"categories":4081},[],{"categories":4083},[],{"categories":4085},[84],{"categories":4087},[97],{"categories":4089},[84],{"categories":4091},[84],{"categories":4093},[56],{"categories":4095},[],{"categories":4097},[84],{"categories":4099},[97],{"categories":4101},[122],{"categories":4103},[97],{"categories":4105},[427],{"categories":4107},[],{"categories":4109},[371],{"categories":4111},[97],{"categories":4113},[84],{"categories":4115},[84],{"categories":4117},[214],{"categories":4119},[97],{"categories":4121},[84],{"categories":4123},[136],{"categories":4125},[100],{"categories":4127},[97],{"categories":4129},[84],{"categories":4131},[427],{"categories":4133},[84],{"categories":4135},[56],{"categories":4137},[92],{"categories":4139},[],{"categories":4141},[84],{"categories":4143},[84],{"categories":4145},[214],{"categories":4147},[185],{"categories":4149},[84],{"categories":4151},[84],{"categories":4153},[84],{"categories":4155},[],{"categories":4157},[214],{"categories":4159},[133],{"categories":4161},[84],{"categories":4163},[84],{"categories":4165},[84],{"categories":4167},[532],{"categories":4169},[87],{"categories":4171},[84],{"categories":4173},[100],{"categories":4175},[84],{"categories":4177},[],{"categories":4179},[],{"categories":4181},[185],{"categories":4183},[84],{"categories":4185},[136],{"categories":4187},[214],{"categories":4189},[97],{"categories":4191},[84],{"categories":4193},[84],{"categories":4195},[214],{"categories":4197},[133],{"categories":4199},[84],{"categories":4201},[],{"categories":4203},[84],{"categories":4205},[84],{"categories":4207},[],{"categories":4209},[84],{"categories":4211},[84],{"categories":4213},[557],{"categories":4215},[84],{"categories":4217},[84],{"categories":4219},[97],{"categories":4221},[111],{"categories":4223},[427],{"categories":4225},[84],{"categories":4227},[84],{"categories":4229},[84],{"categories":4231},[],{"categories":4233},[84,111],{"categories":4235},[133],{"categories":4237},[97],{"categories":4239},[111],{"categories":4241},[97],{"categories":4243},[882],{"categories":4245},[111],{"categories":4247},[111],{"categories":4249},[97],{"categories":4251},[84],{"categories":4253},[87],{"categories":4255},[],{"categories":4257},[],{"categories":4259},[97],{"categories":4261},[84],{"categories":4263},[111],{"categories":4265},[84],{"categories":4267},[87],{"categories":4269},[111],{"categories":4271},[111],{"categories":4273},[84],{"categories":4275},[214],{"categories":4277},[84],{"categories":4279},[111],{"categories":4281},[84],{"categories":4283},[],{"categories":4285},[84],{"categories":4287},[84],{"categories":4289},[185,84],{"categories":4291},[56],{"categories":4293},[87],{"categories":4295},[84],{"categories":4297},[],{"categories":4299},[84],{"categories":4301},[84],{"categories":4303},[92],{"categories":4305},[84],{"categories":4307},[92],{"categories":4309},[84],{"categories":4311},[84],{"categories":4313},[348],{"categories":4315},[84],{"categories":4317},[92],{"categories":4319},[111],{"categories":4321},[136],{"categories":4323},[97],{"categories":4325},[84],{"categories":4327},[111],{"categories":4329},[84],{"categories":4331},[84],{"categories":4333},[133],{"categories":4335},[214],{"categories":4337},[185],{"categories":4339},[84],{"categories":4341},[84],{"categories":4343},[84],{"categories":4345},[84],{"categories":4347},[87],{"categories":4349},[84],{"categories":4351},[97],{"categories":4353},[97],{"categories":4355},[111],{"categories":4357},[133],{"categories":4359},[111],{"categories":4361},[111],{"categories":4363},[84],{"categories":4365},[84],{"categories":4367},[],{"categories":4369},[],{"categories":4371},[136],{"categories":4373},[84],{"categories":4375},[111],{"categories":4377},[84],{"categories":4379},[185],{"categories":4381},[427],{"categories":4383},[371],{"categories":4385},[348],{"categories":4387},[84],{"categories":4389},[84],{"categories":4391},[84],{"categories":4393},[136],{"categories":4395},[84],{"categories":4397},[84],{"categories":4399},[84],{"categories":4401},[84],{"categories":4403},[84],{"categories":4405},[84],{"categories":4407},[84],{"categories":4409},[97],{"categories":4411},[87],{"categories":4413},[97],{"categories":4415},[84,92],{"categories":4417},[],{"categories":4419},[185],{"categories":4421},[],{"categories":4423},[100],{"categories":4425},[84],{"categories":4427},[133],{"categories":4429},[87],{"categories":4431},[84],{"categories":4433},[87],{"categories":4435},[97],{"categories":4437},[136],{"categories":4439},[97],{"categories":4441},[100],{"categories":4443},[97],{"categories":4445},[84],{"categories":4447},[84],{"categories":4449},[92],{"categories":4451},[97],{"categories":4453},[111],{"categories":4455},[214],{"categories":4457},[84],{"categories":4459},[84],{"categories":4461},[],{"categories":4463},[133],{"categories":4465},[84],{"categories":4467},[84],{"categories":4469},[84],{"categories":4471},[84],{"categories":4473},[84],{"categories":4475},[84],{"categories":4477},[111],{"categories":4479},[133],{"categories":4481},[111],{"categories":4483},[111],{"categories":4485},[84],{"categories":4487},[84],{"categories":4489},[84],{"categories":4491},[84],{"categories":4493},[371],{"categories":4495},[84],{"categories":4497},[97],{"categories":4499},[133],{"categories":4501},[84],{"categories":4503},[84],{"categories":4505},[84],{"categories":4507},[97],{"categories":4509},[84],{"categories":4511},[84],{"categories":4513},[84],{"categories":4515},[3106],{"categories":4517},[4518],"Clinical AI",{"categories":4520},[185],{"categories":4522},[84],{"categories":4524},[84],{"categories":4526},[84],{"categories":4528},[84],{"categories":4530},[56],{"categories":4532},[2465],{"categories":4534},[84],{"categories":4536},[100],{"categories":4538},[185],{"categories":4540},[84],{"categories":4542},[97],{"categories":4544},[84],{"categories":4546},[84],{"categories":4548},[133],{"categories":4550},[84],{"categories":4552},[97],{"categories":4554},[111],{"categories":4556},[214],{"categories":4558},[84],{"categories":4560},[84],{"categories":4562},[92],{"categories":4564},[84],{"categories":4566},[84],{"categories":4568},[486],{"categories":4570},[84],{"categories":4572},[],{"categories":4574},[97],{"categories":4576},[84],{"categories":4578},[111],{"categories":4580},[87],{"categories":4582},[84],{"categories":4584},[],{"categories":4586},[],{"categories":4588},[84],{"categories":4590},[],{"categories":4592},[92],{"categories":4594},[84],{"categories":4596},[84],{"categories":4598},[97],{"categories":4600},[84],{"categories":4602},[133],{"categories":4604},[133],{"categories":4606},[133],{"categories":4608},[133],{"categories":4610},[],{"categories":4612},[87],{"categories":4614},[97],{"categories":4616},[133],{"categories":4618},[84],{"categories":4620},[557],{"categories":4622},[100],{"categories":4624},[97],{"categories":4626},[84],{"categories":4628},[87],{"categories":4630},[84],{"categories":4632},[97],{"categories":4634},[84],{"categories":4636},[84],{"categories":4638},[84],{"categories":4640},[84,97],{"categories":4642},[97],{"categories":4644},[56],{"categories":4646},[133],{"categories":4648},[97],{"categories":4650},[133],{"categories":4652},[97],{"categories":4654},[84],{"categories":4656},[],{"categories":4658},[133],{"categories":4660},[214],{"categories":4662},[87],{"categories":4664},[84],{"categories":4666},[84],{"categories":4668},[],{"categories":4670},[111],{"categories":4672},[],{"categories":4674},[87],{"categories":4676},[97],{"categories":4678},[133],{"categories":4680},[84],{"categories":4682},[133],{"categories":4684},[87],{"categories":4686},[133],{"categories":4688},[133],{"categories":4690},[],{"categories":4692},[92],{"categories":4694},[97],{"categories":4696},[133],{"categories":4698},[133],{"categories":4700},[133],{"categories":4702},[133],{"categories":4704},[133],{"categories":4706},[133],{"categories":4708},[133],{"categories":4710},[133],{"categories":4712},[133],{"categories":4714},[133],{"categories":4716},[136],{"categories":4718},[87],{"categories":4720},[84],{"categories":4722},[84],{"categories":4724},[97],{"categories":4726},[97],{"categories":4728},[],{"categories":4730},[84],{"categories":4732},[84,87],{"categories":4734},[],{"categories":4736},[97],{"categories":4738},[84],{"categories":4740},[133],{"categories":4742},[97],{"categories":4744},[882],{"categories":4746},[84],{"categories":4748},[84],{"categories":4750},[84],{"categories":4752},[84],{"categories":4754},[84],{"categories":4756},[348],{"categories":4758},[84],{"categories":4760},[84],{"categories":4762},[97],{"categories":4764},[84],{"categories":4766},[84],{"categories":4768},[92],{"categories":4770},[100],{"categories":4772},[97],{"categories":4774},[97],{"categories":4776},[],{"categories":4778},[97],{"categories":4780},[185],{"categories":4782},[133],{"categories":4784},[84],{"categories":4786},[],{"categories":4788},[100],{"categories":4790},[],{"categories":4792},[111],{"categories":4794},[84],{"categories":4796},[97],{"categories":4798},[185],{"categories":4800},[84],{"categories":4802},[],{"categories":4804},[84],{"categories":4806},[84],{"categories":4808},[],{"categories":4810},[214],{"categories":4812},[84],{"categories":4814},[97],{"categories":4816},[],{"categories":4818},[],{"categories":4820},[133],{"categories":4822},[87],{"categories":4824},[84],{"categories":4826},[84],{"categories":4828},[92],{"categories":4830},[84],{"categories":4832},[84],{"categories":4834},[97],{"categories":4836},[84],{"categories":4838},[92],{"categories":4840},[92],{"categories":4842},[185],{"categories":4844},[],{"categories":4846},[84],{"categories":4848},[133],{"categories":4850},[],{"categories":4852},[84],{"categories":4854},[84],{"categories":4856},[185],{"categories":4858},[84],{"categories":4860},[84],{"categories":4862},[214],{"categories":4864},[84],{"categories":4866},[56],{"categories":4868},[],{"categories":4870},[97],{"categories":4872},[84],{"categories":4874},[214],{"categories":4876},[111],{"categories":4878},[],{"categories":4880},[84],{"categories":4882},[],{"categories":4884},[97],{"categories":4886},[185],{"categories":4888},[111],{"categories":4890},[],{"categories":4892},[3106],{"categories":4894},[92],{"categories":4896},[87],{"categories":4898},[84],{"categories":4900},[136],{"categories":4902},[97],{"categories":4904},[185],{"categories":4906},[84],{"categories":4908},[111],{"categories":4910},[],{"categories":4912},[],{"categories":4914},[84],{"categories":4916},[87],{"categories":4918},[84],{"categories":4920},[214],{"categories":4922},[],{"categories":4924},[97],{"categories":4926},[97],{"categories":4928},[84],{"categories":4930},[97],{"categories":4932},[84],{"categories":4934},[133],{"categories":4936},[111],{"categories":4938},[84],{"categories":4940},[97],{"categories":4942},[100],{"categories":4944},[84],{"categories":4946},[84],{"categories":4948},[84],{"categories":4950},[97],{"categories":4952},[84],{"categories":4954},[100],{"categories":4956},[214],{"categories":4958},[133],{"categories":4960},[],{"categories":4962},[214],{"categories":4964},[84],{"categories":4966},[],{"categories":4968},[111],{"categories":4970},[97],{"categories":4972},[],{"categories":4974},[84],{"categories":4976},[84],{"categories":4978},[84],{"categories":4980},[84],{"categories":4982},[84],{"categories":4984},[97],{"categories":4986},[92],{"categories":4988},[87],{"categories":4990},[97],{"categories":4992},[84],{"categories":4994},[185],{"categories":4996},[111],{"categories":4998},[111],{"categories":5000},[84],{"categories":5002},[136],{"categories":5004},[97],{"categories":5006},[84],{"categories":5008},[84],{"categories":5010},[97],{"categories":5012},[84],{"categories":5014},[84],{"categories":5016},[97],{"categories":5018},[92],{"categories":5020},[84],{"categories":5022},[185],{"categories":5024},[111],{"categories":5026},[97],{"categories":5028},[84],{"categories":5030},[100],{"categories":5032},[84],{"categories":5034},[97],{"categories":5036},[84],{"categories":5038},[84],{"categories":5040},[133],{"categories":5042},[84],{"categories":5044},[],{"categories":5046},[87],{"categories":5048},[84],{"categories":5050},[84],{"categories":5052},[84],{"categories":5054},[111],{"categories":5056},[111],{"categories":5058},[84],{"categories":5060},[111],{"categories":5062},[84],{"categories":5064},[97],{"categories":5066},[84],{"categories":5068},[84],{"categories":5070},[84],{"categories":5072},[84],{"categories":5074},[84],{"categories":5076},[],{"categories":5078},[84],{"categories":5080},[185],{"categories":5082},[97],{"categories":5084},[92],{"categories":5086},[133],{"categories":5088},[84],{"categories":5090},[97],{"categories":5092},[84],{"categories":5094},[97],{"categories":5096},[84],{"categories":5098},[84],{"categories":5100},[185],{"categories":5102},[97],{"categories":5104},[84],{"categories":5106},[214],{"categories":5108},[84],{"categories":5110},[136],{"categories":5112},[84],{"categories":5114},[84],{"categories":5116},[133],{"categories":5118},[84],{"categories":5120},[84],{"categories":5122},[84],{"categories":5124},[84],{"categories":5126},[97],{"categories":5128},[56],{"categories":5130},[84],{"categories":5132},[111],{"categories":5134},[97],{"categories":5136},[136],{"categories":5138},[],{"categories":5140},[97],{"categories":5142},[111],{"categories":5144},[84],{"categories":5146},[84],{"categories":5148},[2303],{"categories":5150},[185],{"categories":5152},[283],{"categories":5154},[84],{"categories":5156},[84],{"categories":5158},[84],{"categories":5160},[84],{"categories":5162},[87],{"categories":5164},[84],{"categories":5166},[84],{"categories":5168},[111],{"categories":5170},[92],{"categories":5172},[84],{"categories":5174},[111],{"categories":5176},[84],{"categories":5178},[],{"categories":5180},[97],{"categories":5182},[97],{"categories":5184},[84],{"categories":5186},[84],{"categories":5188},[84],{"categories":5190},[136],{"categories":5192},[],{"categories":5194},[133],{"categories":5196},[],{"categories":5198},[133],{"categories":5200},[84],{"categories":5202},[84],{"categories":5204},[97],{"categories":5206},[84],{"categories":5208},[97],{"categories":5210},[97],{"categories":5212},[],{"categories":5214},[84],{"categories":5216},[133],{"categories":5218},[84],{"categories":5220},[],{"categories":5222},[84],{"categories":5224},[84],{"categories":5226},[],{"categories":5228},[84],{"categories":5230},[84],{"categories":5232},[185],{"categories":5234},[111],{"categories":5236},[97],{"categories":5238},[84],{"categories":5240},[84],{"categories":5242},[84],{"categories":5244},[84],{"categories":5246},[214],{"categories":5248},[84],{"categories":5250},[84],{"categories":5252},[84],{"categories":5254},[87],{"categories":5256},[84],{"categories":5258},[84],{"categories":5260},[],{"categories":5262},[84],{"categories":5264},[84],{"categories":5266},[84],{"categories":5268},[],{"categories":5270},[87],{"categories":5272},[84],{"categories":5274},[84],{"categories":5276},[133],{"categories":5278},[111],{"categories":5280},[100],{"categories":5282},[97],{"categories":5284},[427],{"categories":5286},[84],{"categories":5288},[84],{"categories":5290},[84],{"categories":5292},[111],{"categories":5294},[133],{"categories":5296},[185],{"categories":5298},[84],{"categories":5300},[84],{"categories":5302},[84],{"categories":5304},[84],{"categories":5306},[133],{"categories":5308},[84],{"categories":5310},[185],{"categories":5312},[84],{"categories":5314},[84],{"categories":5316},[133],{"categories":5318},[185],{"categories":5320},[84],{"categories":5322},[133],{"categories":5324},[84],{"categories":5326},[97],{"categories":5328},[97],{"categories":5330},[97],{"categories":5332},[111],{"categories":5334},[133],{"categories":5336},[97],{"categories":5338},[97],{"categories":5340},[84],{"categories":5342},[111],{"categories":5344},[185],{"categories":5346},[84],{"categories":5348},[84],{"categories":5350},[97],{"categories":5352},[84],{"categories":5354},[],{"categories":5356},[97],{"categories":5358},[],{"categories":5360},[84],{"categories":5362},[84],{"categories":5364},[],{"categories":5366},[],{"categories":5368},[97],{"categories":5370},[92],{"categories":5372},[97],{"categories":5374},[5375],"Liability & Ethics",{"categories":5377},[84],{"categories":5379},[84],{"categories":5381},[84],{"categories":5383},[97],{"categories":5385},[87],{"categories":5387},[97],{"categories":5389},[92],{"categories":5391},[214],{"categories":5393},[97],{"categories":5395},[84],{"categories":5397},[84],{"categories":5399},[],{"categories":5401},[532],{"categories":5403},[97],{"categories":5405},[],{"categories":5407},[84],{"categories":5409},[87],{"categories":5411},[97],{"categories":5413},[],{"categories":5415},[97],{"categories":5417},[84],{"categories":5419},[84],{"categories":5421},[111],{"categories":5423},[84],{"categories":5425},[133],{"categories":5427},[84],{"categories":5429},[84],{"categories":5431},[100],{"categories":5433},[97],{"categories":5435},[84],{"categories":5437},[84],{"categories":5439},[84],{"categories":5441},[133],{"categories":5443},[97],{"categories":5445},[111],{"categories":5447},[185],{"categories":5449},[87],{"categories":5451},[84],{"categories":5453},[84],{"categories":5455},[84],{"categories":5457},[],{"categories":5459},[97],{"categories":5461},[97],{"categories":5463},[97],{"categories":5465},[427],{"categories":5467},[185],{"categories":5469},[97],{"categories":5471},[56],{"categories":5473},[111],{"categories":5475},[133],{"categories":5477},[84],{"categories":5479},[185],{"categories":5481},[84],{"categories":5483},[87],{"categories":5485},[],{"categories":5487},[97],{"categories":5489},[84],{"categories":5491},[84],{"categories":5493},[84],{"categories":5495},[84],{"categories":5497},[97],{"categories":5499},[84],{"categories":5501},[84],{"categories":5503},[185],{"categories":5505},[],{"categories":5507},[97],{"categories":5509},[100],{"categories":5511},[133],{"categories":5513},[97],{"categories":5515},[92],{"categories":5517},[],{"categories":5519},[84],{"categories":5521},[84],{"categories":5523},[100],{"categories":5525},[84],{"categories":5527},[97],{"categories":5529},[133],{"categories":5531},[87],{"categories":5533},[56],{"categories":5535},[84],{"categories":5537},[84],{"categories":5539},[84],{"categories":5541},[133],{"categories":5543},[92],{"categories":5545},[84],{"categories":5547},[185],{"categories":5549},[133],{"categories":5551},[56],{"categories":5553},[84],{"categories":5555},[97],{"categories":5557},[],{"categories":5559},[486],{"categories":5561},[],{"categories":5563},[84],{"categories":5565},[56],{"categories":5567},[84],{"categories":5569},[136],{"categories":5571},[84],{"categories":5573},[97],{"categories":5575},[97],{"categories":5577},[5578],"Design News & Tools",{"categories":5580},[84],{"categories":5582},[84],{"categories":5584},[133],{"categories":5586},[84],{"categories":5588},[84],{"categories":5590},[87],{"categories":5592},[97],{"categories":5594},[84],{"categories":5596},[185],{"categories":5598},[97],{"categories":5600},[97],{"categories":5602},[185],{"categories":5604},[84],{"categories":5606},[84],{"categories":5608},[427],{"categories":5610},[97],{"categories":5612},[84],{"categories":5614},[84],{"categories":5616},[427],{"categories":5618},[84],{"categories":5620},[214],{"categories":5622},[84],{"categories":5624},[97],{"categories":5626},[],{"categories":5628},[84],{"categories":5630},[84],{"categories":5632},[84],{"categories":5634},[133],{"categories":5636},[84],{"categories":5638},[87],{"categories":5640},[],{"categories":5642},[84],{"categories":5644},[84],{"categories":5646},[84],{"categories":5648},[111],{"categories":5650},[557],{"categories":5652},[111],{"categories":5654},[185],{"categories":5656},[84],{"categories":5658},[84,97],{"categories":5660},[214,92],{"categories":5662},[111],{"categories":5664},[84],{"categories":5666},[84],{"categories":5668},[84],{"categories":5670},[84],{"categories":5672},[],{"categories":5674},[97],{"categories":5676},[84],{"categories":5678},[],{"categories":5680},[84],{"categories":5682},[111],{"categories":5684},[84],{"categories":5686},[111],{"categories":5688},[],{"categories":5690},[97],{"categories":5692},[84],{"categories":5694},[92],{"categories":5696},[84],{"categories":5698},[133],{"categories":5700},[84],{"categories":5702},[],{"categories":5704},[97],{"categories":5706},[84],{"categories":5708},[],{"categories":5710},[185],{"categories":5712},[84],{"categories":5714},[84],{"categories":5716},[97],{"categories":5718},[84],{"categories":5720},[84],{"categories":5722},[87],{"categories":5724},[97],{"categories":5726},[84],{"categories":5728},[],{"categories":5730},[84],{"categories":5732},[56],{"categories":5734},[214],{"categories":5736},[92],{"categories":5738},[92],{"categories":5740},[84],{"categories":5742},[87],{"categories":5744},[87],{"categories":5746},[84],{"categories":5748},[97],{"categories":5750},[84],{"categories":5752},[84],{"categories":5754},[84],{"categories":5756},[84],{"categories":5758},[111],{"categories":5760},[84],{"categories":5762},[87],{"categories":5764},[84],{"categories":5766},[84],{"categories":5768},[97],{"categories":5770},[84],{"categories":5772},[214],{"categories":5774},[84],{"categories":5776},[133],{"categories":5778},[84],{"categories":5780},[84],{"categories":5782},[97],{"categories":5784},[100],{"categories":5786},[84],{"categories":5788},[84],{"categories":5790},[97],{"categories":5792},[],{"categories":5794},[111],{"categories":5796},[],{"categories":5798},[111],{"categories":5800},[97],{"categories":5802},[87],{"categories":5804},[84],{"categories":5806},[],{"categories":5808},[136],{"categories":5810},[56],{"categories":5812},[84],{"categories":5814},[111],{"categories":5816},[84],{"categories":5818},[],{"categories":5820},[133],{"categories":5822},[97],{"categories":5824},[111],{"categories":5826},[185],{"categories":5828},[92],{"categories":5830},[84],{"categories":5832},[84],{"categories":5834},[97],{"categories":5836},[111],{"categories":5838},[97],{"categories":5840},[133],{"categories":5842},[84],{"categories":5844},[100],{"categories":5846},[87],{"categories":5848},[100],{"categories":5850},[133],{"categories":5852},[84],{"categories":5854},[111],{"categories":5856},[84],{"categories":5858},[185],{"categories":5860},[92],{"categories":5862},[84],{"categories":5864},[84],{"categories":5866},[84],{"categories":5868},[84],{"categories":5870},[84],{"categories":5872},[84],{"categories":5874},[97],{"categories":5876},[84],{"categories":5878},[97],{"categories":5880},[84],{"categories":5882},[84],{"categories":5884},[87],{"categories":5886},[84],{"categories":5888},[97],{"categories":5890},[97],{"categories":5892},[185],{"categories":5894},[97],{"categories":5896},[97],{"categories":5898},[84],{"categories":5900},[87],{"categories":5902},[97],{"categories":5904},[185],{"categories":5906},[],{"categories":5908},[84],{"categories":5910},[136],{"categories":5912},[427],{"categories":5914},[84],{"categories":5916},[97],{"categories":5918},[84],{"categories":5920},[84],{"categories":5922},[111],{"categories":5924},[84],{"categories":5926},[],{"categories":5928},[84],{"categories":5930},[97],{"categories":5932},[84],{"categories":5934},[214],{"categories":5936},[84],{"categories":5938},[111],{"categories":5940},[84],{"categories":5942},[133],{"categories":5944},[97],{"categories":5946},[84],{"categories":5948},[214],{"categories":5950},[97],{"categories":5952},[92],{"categories":5954},[92],{"categories":5956},[84],{"categories":5958},[84],{"categories":5960},[84],{"categories":5962},[84],{"categories":5964},[84],{"categories":5966},[84],{"categories":5968},[87],{"categories":5970},[],{"categories":5972},[84],{"categories":5974},[84],{"categories":5976},[97],{"categories":5978},[97],{"categories":5980},[84],{"categories":5982},[84],{"categories":5984},[84],{"categories":5986},[84],{"categories":5988},[84],{"categories":5990},[111],{"categories":5992},[],{"categories":5994},[87],{"categories":5996},[84],{"categories":5998},[84],{"categories":6000},[97],{"categories":6002},[97],{"categories":6004},[],{"categories":6006},[111],{"categories":6008},[111],{"categories":6010},[84],{"categories":6012},[214],{"categories":6014},[92],{"categories":6016},[185],{"categories":6018},[],{"categories":6020},[84],{"categories":6022},[97],{"categories":6024},[87],{"categories":6026},[84],{"categories":6028},[84],{"categories":6030},[111],{"categories":6032},[87],{"categories":6034},[84],{"categories":6036},[84],{"categories":6038},[133],{"categories":6040},[136],{"categories":6042},[84],{"categories":6044},[133],{"categories":6046},[97],{"categories":6048},[84],{"categories":6050},[],{"categories":6052},[133],{"categories":6054},[97],{"categories":6056},[185],{"categories":6058},[136],{"categories":6060},[84],{"categories":6062},[84],{"categories":6064},[],{"categories":6066},[97],{"categories":6068},[97],{"categories":6070},[97],{"categories":6072},[3106],{"categories":6074},[133],{"categories":6076},[84],{"categories":6078},[111],{"categories":6080},[84],{"categories":6082},[84],{"categories":6084},[84],{"categories":6086},[84],{"categories":6088},[84],{"categories":6090},[92],{"categories":6092},[84],{"categories":6094},[87],{"categories":6096},[1769],{"categories":6098},[56],{"categories":6100},[87],{"categories":6102},[],{"categories":6104},[84],{"categories":6106},[],{"categories":6108},[133],{"categories":6110},[97],{"categories":6112},[185],{"categories":6114},[84],{"categories":6116},[84],{"categories":6118},[84],{"categories":6120},[133],{"categories":6122},[],{"categories":6124},[97],{"categories":6126},[84],{"categories":6128},[97],{"categories":6130},[97],{"categories":6132},[],{"categories":6134},[84],{"categories":6136},[],{"categories":6138},[133],{"categories":6140},[87],{"categories":6142},[185],{"categories":6144},[84],{"categories":6146},[97],{"categories":6148},[133],{"categories":6150},[84],{"categories":6152},[133],{"categories":6154},[],{"categories":6156},[133],{"categories":6158},[84],{"categories":6160},[87],{"categories":6162},[427],{"categories":6164},[97],{"categories":6166},[84],{"categories":6168},[],{"categories":6170},[111],{"categories":6172},[97],{"categories":6174},[100],{"categories":6176},[97],{"categories":6178},[87],{"categories":6180},[84],{"categories":6182},[84],{"categories":6184},[],{"categories":6186},[],{"categories":6188},[],{"categories":6190},[185],{"categories":6192},[84],{"categories":6194},[97],{"categories":6196},[84],{"categories":6198},[84],{"categories":6200},[],{"categories":6202},[],{"categories":6204},[],{"categories":6206},[84],{"categories":6208},[97],{"categories":6210},[185],{"categories":6212},[84],{"categories":6214},[],{"categories":6216},[97],{"categories":6218},[84],{"categories":6220},[84],{"categories":6222},[87],{"categories":6224},[],{"categories":6226},[],{"categories":6228},[84],{"categories":6230},[84],{"categories":6232},[97],{"categories":6234},[185],{"categories":6236},[84],{"categories":6238},[133],{"categories":6240},[],{"categories":6242},[84],{"categories":6244},[84],{"categories":6246},[214],{"categories":6248},[133],{"categories":6250},[214],{"categories":6252},[136],{"categories":6254},[84],{"categories":6256},[84],{"categories":6258},[],{"categories":6260},[],{"categories":6262},[97],{"categories":6264},[],{"categories":6266},[84],{"categories":6268},[427],{"categories":6270},[84],{"categories":6272},[84],{"categories":6274},[84],{"categories":6276},[84],{"categories":6278},[],{"categories":6280},[97],{"categories":6282},[84],{"categories":6284},[84],{"categories":6286},[],{"categories":6288},[97],{"categories":6290},[84],{"categories":6292},[133],{"categories":6294},[84],{"categories":6296},[214],{"categories":6298},[92],{"categories":6300},[100],{"categories":6302},[84],{"categories":6304},[84],{"categories":6306},[97],{"categories":6308},[136],{"categories":6310},[97],{"categories":6312},[97],{"categories":6314},[],{"categories":6316},[84],{"categories":6318},[97],{"categories":6320},[],{"categories":6322},[84],{"categories":6324},[],{"categories":6326},[133],{"categories":6328},[92],{"categories":6330},[],{"categories":6332},[84],{"categories":6334},[84],{"categories":6336},[84],{"categories":6338},[],{"categories":6340},[97],{"categories":6342},[185],{"categories":6344},[87],{"categories":6346},[84],{"categories":6348},[],{"categories":6350},[92],{"categories":6352},[214],{"categories":6354},[84],{"categories":6356},[111],{"categories":6358},[87],{"categories":6360},[136],{"categories":6362},[92],{"categories":6364},[111],{"categories":6366},[97],{"categories":6368},[111],{"categories":6370},[],{"categories":6372},[84],{"categories":6374},[100],{"categories":6376},[84],{"categories":6378},[],{"categories":6380},[97],{"categories":6382},[87],{"categories":6384},[185],{"categories":6386},[84],{"categories":6388},[87],{"categories":6390},[97],{"categories":6392},[56],{"categories":6394},[84],{"categories":6396},[84],{"categories":6398},[84],{"categories":6400},[84],{"categories":6402},[84],{"categories":6404},[87],{"categories":6406},[84],{"categories":6408},[111],{"categories":6410},[136],{"categories":6412},[97],{"categories":6414},[],{"categories":6416},[84],{"categories":6418},[84],{"categories":6420},[84],{"categories":6422},[111],{"categories":6424},[97],{"categories":6426},[133],{"categories":6428},[111],{"categories":6430},[84],{"categories":6432},[100],{"categories":6434},[],{"categories":6436},[185],{"categories":6438},[111],{"categories":6440},[133],{"categories":6442},[84],{"categories":6444},[87],{"categories":6446},[97],{"categories":6448},[84],{"categories":6450},[84],{"categories":6452},[97],{"categories":6454},[100],{"categories":6456},[84],{"categories":6458},[97],{"categories":6460},[84],{"categories":6462},[92],{"categories":6464},[97],{"categories":6466},[97,56],{"categories":6468},[84],{"categories":6470},[84],{"categories":6472},[97],{"categories":6474},[111],{"categories":6476},[84],{"categories":6478},[84],{"categories":6480},[136],{"categories":6482},[97],{"categories":6484},[214],{"categories":6486},[97],{"categories":6488},[92],{"categories":6490},[],{"categories":6492},[97],{"categories":6494},[84],{"categories":6496},[92],{"categories":6498},[],{"categories":6500},[],{"categories":6502},[111],{"categories":6504},[84],{"categories":6506},[84],{"categories":6508},[97],{"categories":6510},[136],{"categories":6512},[214],{"categories":6514},[84],{"categories":6516},[84],{"categories":6518},[84],{"categories":6520},[97],{"categories":6522},[],{"categories":6524},[97],{"categories":6526},[133],{"categories":6528},[84],{"categories":6530},[97],{"categories":6532},[97],{"categories":6534},[84],{"categories":6536},[],{"categories":6538},[133],{"categories":6540},[111],{"categories":6542},[3106],{"categories":6544},[87],{"categories":6546},[111],{"categories":6548},[84],{"categories":6550},[97],{"categories":6552},[84],{"categories":6554},[84],{"categories":6556},[214],{"categories":6558},[111],{"categories":6560},[136],{"categories":6562},[],{"categories":6564},[133],{"categories":6566},[84],{"categories":6568},[84],{"categories":6570},[],{"categories":6572},[97],{"categories":6574},[84],{"categories":6576},[84],{"categories":6578},[84],{"categories":6580},[84],{"categories":6582},[97],{"categories":6584},[84],{"categories":6586},[84],{"categories":6588},[84],{"categories":6590},[100],{"categories":6592},[84],{"categories":6594},[97],{"categories":6596},[84],{"categories":6598},[84],{"categories":6600},[84],{"categories":6602},[84],{"categories":6604},[84],{"categories":6606},[84],{"categories":6608},[84],{"categories":6610},[92],{"categories":6612},[],{"categories":6614},[100],{"categories":6616},[133],{"categories":6618},[97],{"categories":6620},[84],{"categories":6622},[111],{"categories":6624},[],{"categories":6626},[111],{"categories":6628},[111],{"categories":6630},[97],{"categories":6632},[111],{"categories":6634},[84],{"categories":6636},[84],{"categories":6638},[84],{"categories":6640},[97],{"categories":6642},[111],{"categories":6644},[84],{"categories":6646},[84],{"categories":6648},[84],{"categories":6650},[97],{"categories":6652},[133],{"categories":6654},[84],{"categories":6656},[84],{"categories":6658},[84],{"categories":6660},[92],{"categories":6662},[84],{"categories":6664},[97],{"categories":6666},[185],{"categories":6668},[],{"categories":6670},[84],{"categories":6672},[136],{"categories":6674},[97],{"categories":6676},[84],{"categories":6678},[84],{"categories":6680},[],{"categories":6682},[84],{"categories":6684},[84],{"categories":6686},[133],{"categories":6688},[84],{"categories":6690},[84],{"categories":6692},[97],{"categories":6694},[214],{"categories":6696},[],{"categories":6698},[],{"categories":6700},[111],{"categories":6702},[84],{"categories":6704},[84],{"categories":6706},[133],{"categories":6708},[84],{"categories":6710},[111],{"categories":6712},[133],{"categories":6714},[84],{"categories":6716},[84],{"categories":6718},[214],{"categories":6720},[136],{"categories":6722},[84],{"categories":6724},[84],{"categories":6726},[87],{"categories":6728},[97],{"categories":6730},[84],{"categories":6732},[84],{"categories":6734},[97],{"categories":6736},[92],{"categories":6738},[97],{"categories":6740},[111],{"categories":6742},[84],{"categories":6744},[92],{"categories":6746},[],{"categories":6748},[84],{"categories":6750},[136],{"categories":6752},[84],{"categories":6754},[84],{"categories":6756},[],{"categories":6758},[133],{"categories":6760},[84],{"categories":6762},[97],{"categories":6764},[136],{"categories":6766},[84],{"categories":6768},[111],{"categories":6770},[111],{"categories":6772},[111],{"categories":6774},[84],{"categories":6776},[97],{"categories":6778},[97],{"categories":6780},[84],{"categories":6782},[97],{"categories":6784},[84],{"categories":6786},[84],{"categories":6788},[185],{"categories":6790},[136],{"categories":6792},[136],{"categories":6794},[],{"categories":6796},[133],{"categories":6798},[84],{"categories":6800},[84],{"categories":6802},[111],{"categories":6804},[],{"categories":6806},[133],{"categories":6808},[133],{"categories":6810},[133],{"categories":6812},[],{"categories":6814},[97],{"categories":6816},[84],{"categories":6818},[],{"categories":6820},[87],{"categories":6822},[92],{"categories":6824},[],{"categories":6826},[84],{"categories":6828},[84],{"categories":6830},[],{"categories":6832},[111],{"categories":6834},[],{"categories":6836},[],{"categories":6838},[],{"categories":6840},[],{"categories":6842},[84],{"categories":6844},[133],{"categories":6846},[],{"categories":6848},[],{"categories":6850},[84],{"categories":6852},[84],{"categories":6854},[84],{"categories":6856},[136],{"categories":6858},[84],{"categories":6860},[136],{"categories":6862},[],{"categories":6864},[136],{"categories":6866},[136],{"categories":6868},[56],{"categories":6870},[97],{"categories":6872},[111],{"categories":6874},[],{"categories":6876},[],{"categories":6878},[136],{"categories":6880},[111],{"categories":6882},[111],{"categories":6884},[111],{"categories":6886},[],{"categories":6888},[87],{"categories":6890},[111],{"categories":6892},[111],{"categories":6894},[87],{"categories":6896},[111],{"categories":6898},[92],{"categories":6900},[111],{"categories":6902},[111],{"categories":6904},[111],{"categories":6906},[136],{"categories":6908},[133],{"categories":6910},[133],{"categories":6912},[84],{"categories":6914},[111],{"categories":6916},[136],{"categories":6918},[56],{"categories":6920},[136],{"categories":6922},[136],{"categories":6924},[136],{"categories":6926},[],{"categories":6928},[92],{"categories":6930},[],{"categories":6932},[56],{"categories":6934},[111],{"categories":6936},[111],{"categories":6938},[111],{"categories":6940},[97],{"categories":6942},[133,92],{"categories":6944},[136],{"categories":6946},[],{"categories":6948},[],{"categories":6950},[136],{"categories":6952},[],{"categories":6954},[136],{"categories":6956},[133],{"categories":6958},[97],{"categories":6960},[],{"categories":6962},[111],{"categories":6964},[84],{"categories":6966},[185],{"categories":6968},[],{"categories":6970},[84],{"categories":6972},[],{"categories":6974},[133],{"categories":6976},[87],{"categories":6978},[136],{"categories":6980},[],{"categories":6982},[111],{"categories":6984},[133],[6986,7044,7103,7776],{"id":6987,"title":6988,"ai":6989,"body":6994,"categories":7022,"created_at":57,"date_modified":57,"description":49,"extension":59,"faq":57,"featured":60,"kicker_label":57,"meta":7023,"navigation":62,"path":7031,"published_at":57,"question":57,"scraped_at":7032,"seo":7033,"sitemap":7034,"source_id":7035,"source_name":7036,"source_type":7037,"source_url":7038,"stem":7039,"tags":7040,"thumbnail_url":57,"tldr":7041,"tweet":57,"unknown_tags":7042,"__hash__":7043},"summaries\u002Fsummaries\u002F1c15b6f903170529-postman-s-ai-native-platform-covers-full-api-lifec-summary.md","Postman's AI-Native Platform Covers Full API Lifecycle",{"provider":7,"model":8,"input_tokens":6990,"output_tokens":6991,"processing_time_ms":6992,"cost_usd":6993},5098,987,6587,0.00100625,{"type":14,"value":6995,"toc":7017},[6996,7000,7003,7007,7010,7014],[17,6997,6999],{"id":6998},"end-to-end-api-development-workflow","End-to-End API Development Workflow",[22,7001,7002],{},"Postman structures API work across five stages: Design (Spec Hub for specs, Mock Servers for behavior validation), Build (Workspaces for team collaboration, Flows for visual workflows, SDK Generator for production SDKs), Test (API Client for requests, Collection Runner for automation, CLI for command-line runs), and Observe (Monitors for performance validation, Insights for endpoint tracking). This setup lets teams ship APIs faster by centralizing tools that replace fragmented scripts and manual processes.",[17,7004,7006],{"id":7005},"enterprise-management-and-governance","Enterprise Management and Governance",[22,7008,7009],{},"Manage APIs via API Catalog to inventory all services, enforce standards with API Governance, secure access through API Security (secrets management), generate docs automatically with API Documentation, and distribute via API Distribution (internal\u002Fpublic publishing). Test Automation scales test creation and execution. These features ensure compliance and visibility in large orgs, reducing risks from undocumented or insecure APIs.",[17,7011,7013],{"id":7012},"ai-integration-and-collaboration","AI Integration and Collaboration",[22,7015,7016],{},"AI tools include Agent Mode for task automation and Postman MCP Server to connect AI agents to APIs. Explore public APIs in Postman API Network or MCP Catalog. Learning resources like Learning Hub, Postman Academy, templates, best practices, and customer stories support onboarding. Community via Discord, events; support through Center, status, release notes. Trusted by Microsoft, Meta, Salesforce, AWS, Uber, Stripe—proves reliability at scale.",{"title":49,"searchDepth":50,"depth":50,"links":7018},[7019,7020,7021],{"id":6998,"depth":50,"text":6999},{"id":7005,"depth":50,"text":7006},{"id":7012,"depth":50,"text":7013},[87],{"content_references":7024,"triage":7025},[],{"relevance":7026,"novelty":7027,"quality":7028,"actionability":7028,"composite":7029,"reasoning":7030},5,3,4,4.15,"Category: AI Automation. The article provides a comprehensive overview of how Postman's AI-native platform enhances the API development lifecycle, addressing the audience's need for practical tools to streamline their workflows. It details specific features like Agent Mode and API Governance that can be directly applied to improve API management and development.","\u002Fsummaries\u002F1c15b6f903170529-postman-s-ai-native-platform-covers-full-api-lifec-summary","2026-04-16 02:59:48",{"title":6988,"description":49},{"loc":7031},"1c15b6f903170529","__oneoff__","article","https:\u002F\u002Fwww.getpostman.com\u002F","summaries\u002F1c15b6f903170529-postman-s-ai-native-platform-covers-full-api-lifec-summary",[74,75,77],"Postman enables engineers to design, build, test, observe, manage, and distribute APIs at enterprise scale with AI-powered automation like Agent Mode and MCP Server.",[],"3M24qRk_Lq0Ql4LHrnRuZZztnQamG9ENuXnAzhtm4M0",{"id":7045,"title":7046,"ai":7047,"body":7052,"categories":7080,"created_at":57,"date_modified":57,"description":49,"extension":59,"faq":57,"featured":60,"kicker_label":57,"meta":7081,"navigation":62,"path":7092,"published_at":57,"question":57,"scraped_at":7093,"seo":7094,"sitemap":7095,"source_id":7096,"source_name":7036,"source_type":7037,"source_url":7097,"stem":7098,"tags":7099,"thumbnail_url":57,"tldr":7100,"tweet":57,"unknown_tags":7101,"__hash__":7102},"summaries\u002Fsummaries\u002F1fa64a8a326e315d-gitar-ai-fixes-code-issues-and-ci-failures-automat-summary.md","Gitar: AI Fixes Code Issues and CI Failures Automatically",{"provider":7,"model":8,"input_tokens":7048,"output_tokens":7049,"processing_time_ms":7050,"cost_usd":7051},10113,1384,11311,0.0026921,{"type":14,"value":7053,"toc":7075},[7054,7058,7061,7065,7068,7072],[17,7055,7057],{"id":7056},"automated-code-fixes-beyond-comments","Automated Code Fixes Beyond Comments",[22,7059,7060],{},"Gitar scans pull requests or merge requests for bugs (e.g., missing error boundaries that crash renders), formatting inconsistencies (e.g., indentation in else blocks), and quality issues (e.g., wrong log levels for DB sync failures), then generates precise fixes validated against your CI pipeline. Use commands like \"Gitar please fix\" for manual application or \"gitar auto-apply:on\" to automatically commit changes, keeping PRs clean without local context switches. This turns red builds green by addressing root causes directly, unlike generic bot feedback.",[17,7062,7064],{"id":7063},"intelligent-ci-analysis-and-agent-workflows","Intelligent CI Analysis and Agent Workflows",[22,7066,7067],{},"For CI failures, Gitar deduplicates logs, detects flaky tests for retries, separates code changes from infra noise, and applies remediations like build, lint, or test fixes. Define workflows in plain English—e.g., enforce policies, add checklists, create lint rules, or link external context—running as agents inside CI environments (Jenkins, CircleCI, BuildKite) with secure access to code and logs. Bring your own LLM via API keys or proxy, or connect via Model Context Protocol (MCP) for custom systems, accelerating AI-generated code to production.",[17,7069,7071],{"id":7070},"proven-impact-from-real-teams","Proven Impact from Real Teams",[22,7073,7074],{},"Engineering leads report shorter merge times (SoFi mobile CI), zero invalid PR comments (Sphinx), caught bugs\u002Fsecurity vulns in AI code (OpenMetadata), and reduced bikeshedding across repos (XFactor) with low-noise, up-to-date reviews that link issues\u002Ftickets. Cadence (ex-Uber) uses it for custom rules replacing GitHub Actions, like auto-assigning reviewers. Teams prefer it over CodeRabbit\u002FCopilot for depth, speed, and workflow fit, with enterprise features like SOC2, ISO 27001, GDPR compliance scaling to multiple teams\u002Frepos.",{"title":49,"searchDepth":50,"depth":50,"links":7076},[7077,7078,7079],{"id":7056,"depth":50,"text":7057},{"id":7063,"depth":50,"text":7064},{"id":7070,"depth":50,"text":7071},[87],{"content_references":7082,"triage":7089},[7083,7087],{"type":7084,"title":7085,"context":7086},"tool","CodeRabbit","mentioned",{"type":7084,"title":7088,"context":7086},"Copilot reviews",{"relevance":7026,"novelty":7028,"quality":7028,"actionability":7026,"composite":7090,"reasoning":7091},4.55,"Category: AI Automation. The article provides a detailed overview of Gitar, an AI tool that automates code fixes and CI analysis, addressing specific pain points for developers and teams looking to streamline their workflows. It includes actionable commands and real-world impact examples, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002F1fa64a8a326e315d-gitar-ai-fixes-code-issues-and-ci-failures-automat-summary","2026-04-16 03:14:29",{"title":7046,"description":49},{"loc":7092},"1fa64a8a326e315d","https:\u002F\u002Fgitar.ai\u002F","summaries\u002F1fa64a8a326e315d-gitar-ai-fixes-code-issues-and-ci-failures-automat-summary",[74,75,77],"Gitar detects bugs, formatting, and quality issues in PRs, applies fixes on command like 'gitar auto-apply:on', analyzes CI failures by deduplicating and flagging flakiness, and builds natural language workflows—trusted by SoFi, Uber alums, and OpenMetadata to cut review toil.",[],"LLBXguvXVvMgd32OnQwZ3Zw2JLPaLtUZcMt_8Ktylzk",{"id":7104,"title":7105,"ai":7106,"body":7111,"categories":7734,"created_at":57,"date_modified":57,"description":49,"extension":59,"faq":57,"featured":60,"kicker_label":57,"meta":7735,"navigation":62,"path":7765,"published_at":57,"question":57,"scraped_at":7766,"seo":7767,"sitemap":7768,"source_id":7769,"source_name":7036,"source_type":7037,"source_url":7770,"stem":7771,"tags":7772,"thumbnail_url":57,"tldr":7773,"tweet":57,"unknown_tags":7774,"__hash__":7775},"summaries\u002Fsummaries\u002F992a0953f62632dc-arazzo-defining-executable-api-workflows-summary.md","Arazzo: Defining Executable API Workflows",{"provider":7,"model":8,"input_tokens":7107,"output_tokens":7108,"processing_time_ms":7109,"cost_usd":7110},8965,3186,21155,0.00309485,{"type":14,"value":7112,"toc":7727},[7113,7117,7120,7139,7145,7165,7169,7177,7226,7231,7347,7394,7399,7402,7406,7426,7431,7540,7564,7577,7582,7596,7600,7623,7645,7648,7651,7655,7723],[17,7114,7116],{"id":7115},"purpose-machine-readable-api-sequences-beyond-static-specs","Purpose: Machine-Readable API Sequences Beyond Static Specs",[22,7118,7119],{},"Arazzo fills a gap in API descriptions like OpenAPI by defining workflows—specific sequences of calls with dependencies to achieve outcomes. It enables human- and machine-readable articulation of how APIs work together, improving developer experience through executable documentation. Unlike static OpenAPI paths, Arazzo weaves calls into stories: search, select, purchase a pet via sequenced endpoints.",[22,7121,7122,7123,7126,7127,7130,7131,7134,7135,7138],{},"Key insight: Workflows reference external API specs (e.g., OpenAPI YAML) via ",[33,7124,7125],{},"sourceDescriptions",", avoiding duplication. Root document (",[33,7128,7129],{},"arazzo.json"," or ",[33,7132,7133],{},".yaml",") uses JSON Schema types, supports YAML 1.2 for round-tripping, and follows ",[33,7136,7137],{},"major.minor.patch"," versioning where patches clarify without feature changes.",[7140,7141,7142],"blockquote",{},[22,7143,7144],{},"\"The aim of the Arazzo Specification is to provide a mechanism that can define sequences of calls and their dependencies to be woven together and expressed in the context of delivering a particular outcome or set of outcomes when dealing with API descriptions (such as OpenAPI descriptions).\"",[22,7146,7147,7148,7151,7152,7151,7155,7151,7158,7151,7161,7164],{},"Data types mirror JSON Schema 2020-12 (string, number, integer, etc.) with OpenAPI-like formats: ",[33,7149,7150],{},"int32",", ",[33,7153,7154],{},"int64",[33,7156,7157],{},"float",[33,7159,7160],{},"double",[33,7162,7163],{},"password",". URLs support relative references per RFC3986.",[17,7166,7168],{"id":7167},"core-structure-root-objects-for-self-contained-workflows","Core Structure: Root Objects for Self-Contained Workflows",[22,7170,7171,7172,7176],{},"Every Arazzo Description ",[7173,7174,7175],"strong",{},"MUST"," include:",[7178,7179,7180,7187,7208,7213,7219],"ul",{},[7181,7182,7183,7186],"li",{},[33,7184,7185],{},"arazzo",": REQUIRED version string (e.g., \"1.0.1\").",[7181,7188,7189,7192,7193,7151,7196,7199,7200,7203,7204,7207],{},[33,7190,7191],{},"info",": Metadata with ",[33,7194,7195],{},"title",[33,7197,7198],{},"version",", optional ",[33,7201,7202],{},"summary","\u002F",[33,7205,7206],{},"description"," (CommonMark supported).",[7181,7209,7210,7212],{},[33,7211,7125],{},": Array of sources (name, url, type: \"openapi\" or \"arazzo\"), at least one.",[7181,7214,7215,7218],{},[33,7216,7217],{},"workflows",": Array of workflows, at least one.",[7181,7220,7221,7222,7225],{},"Optional ",[33,7223,7224],{},"components"," for reusables.",[22,7227,7228],{},[7173,7229,7230],{},"Example root (petstore purchase):",[7232,7233,7237],"pre",{"className":7234,"code":7235,"language":7236,"meta":49,"style":49},"language-yaml shiki shiki-themes github-light github-dark","arazzo: 1.0.1\ninfo:\n  title: A pet purchasing workflow\n  # ...\nsourceDescriptions:\n  - name: petStoreDescription\n    url: https:\u002F\u002Fgithub.com\u002Fswagger-api\u002Fswagger-petstore\u002Fblob\u002Fmaster\u002Fsrc\u002Fmain\u002Fresources\u002Fopenapi.yaml\n    type: openapi\nworkflows:\n  - workflowId: loginUserAndRetrievePet\n    # steps follow\n","yaml",[33,7238,7239,7255,7262,7273,7279,7285,7299,7310,7321,7328,7341],{"__ignoreMap":49},[7240,7241,7244,7247,7251],"span",{"class":7242,"line":7243},"line",1,[7240,7245,7185],{"class":7246},"s9eBZ",[7240,7248,7250],{"class":7249},"sVt8B",": ",[7240,7252,7254],{"class":7253},"sj4cs","1.0.1\n",[7240,7256,7257,7259],{"class":7242,"line":50},[7240,7258,7191],{"class":7246},[7240,7260,7261],{"class":7249},":\n",[7240,7263,7264,7267,7269],{"class":7242,"line":7027},[7240,7265,7266],{"class":7246},"  title",[7240,7268,7250],{"class":7249},[7240,7270,7272],{"class":7271},"sZZnC","A pet purchasing workflow\n",[7240,7274,7275],{"class":7242,"line":7028},[7240,7276,7278],{"class":7277},"sJ8bj","  # ...\n",[7240,7280,7281,7283],{"class":7242,"line":7026},[7240,7282,7125],{"class":7246},[7240,7284,7261],{"class":7249},[7240,7286,7288,7291,7294,7296],{"class":7242,"line":7287},6,[7240,7289,7290],{"class":7249},"  - ",[7240,7292,7293],{"class":7246},"name",[7240,7295,7250],{"class":7249},[7240,7297,7298],{"class":7271},"petStoreDescription\n",[7240,7300,7302,7305,7307],{"class":7242,"line":7301},7,[7240,7303,7304],{"class":7246},"    url",[7240,7306,7250],{"class":7249},[7240,7308,7309],{"class":7271},"https:\u002F\u002Fgithub.com\u002Fswagger-api\u002Fswagger-petstore\u002Fblob\u002Fmaster\u002Fsrc\u002Fmain\u002Fresources\u002Fopenapi.yaml\n",[7240,7311,7313,7316,7318],{"class":7242,"line":7312},8,[7240,7314,7315],{"class":7246},"    type",[7240,7317,7250],{"class":7249},[7240,7319,7320],{"class":7271},"openapi\n",[7240,7322,7324,7326],{"class":7242,"line":7323},9,[7240,7325,7217],{"class":7246},[7240,7327,7261],{"class":7249},[7240,7329,7331,7333,7336,7338],{"class":7242,"line":7330},10,[7240,7332,7290],{"class":7249},[7240,7334,7335],{"class":7246},"workflowId",[7240,7337,7250],{"class":7249},[7240,7339,7340],{"class":7271},"loginUserAndRetrievePet\n",[7240,7342,7344],{"class":7242,"line":7343},11,[7240,7345,7346],{"class":7277},"    # steps follow\n",[22,7348,7349,7350,7353,7354,7356,7357,7203,7359,7203,7361,7364,7365,7368,7369,7372,7373,7376,7377,7203,7380,7203,7383,7203,7386,7389,7390,7393],{},"Source names follow ",[33,7351,7352],{},"[A-Za-z0-9_-]+","; URLs are URI-references. Workflows have unique ",[33,7355,7335],{}," (same regex), optional ",[33,7358,7202],{},[33,7360,7206],{},[33,7362,7363],{},"inputs"," (JSON Schema), ",[33,7366,7367],{},"dependsOn"," (workflowIds or expressions like ",[33,7370,7371],{},"$sourceDescriptions.petStoreDescription.loginUser","), ",[33,7374,7375],{},"steps"," (REQUIRED), workflow-wide ",[33,7378,7379],{},"parameters",[33,7381,7382],{},"successActions",[33,7384,7385],{},"failureActions",[33,7387,7388],{},"outputs"," (maps to expressions, keys ",[33,7391,7392],{},"^[a-zA-Z0-9._-]+$",").",[7140,7395,7396],{},[22,7397,7398],{},"\"An Arazzo Description uses and conforms to the Arazzo Specification, and MUST contain a valid Arazzo Specification version field (arazzo), an info field, a sourceDescriptions field with at least one defined Source Description, and there MUST be at least one Workflow defined in the workflows fixed field.\"",[22,7400,7401],{},"Multi-document support: Entry doc holds root; others referenced via sources.",[17,7403,7405],{"id":7404},"steps-api-calls-with-overrides-and-flow-control","Steps: API Calls with Overrides and Flow Control",[22,7407,7408,7409,7130,7412,7415,7416,7419,7420,7422,7423,7393],{},"Steps are ordered lists in workflows, each a call to an operation (",[33,7410,7411],{},"operationId",[33,7413,7414],{},"operationPath"," like ",[33,7417,7418],{},"{$sourceDescriptions.petstoreDescription.url}#\u002Fpaths\u002F~1pet~1findByStatus\u002Fget",") or sub-workflow (",[33,7421,7335],{},"). Fields mutually exclusive: pick one of operationId\u002Fpath\u002FworkflowId. Use expressions for cross-source refs (e.g., ",[33,7424,7425],{},"$sourceDescriptions.\u003Cname>.operationId",[22,7427,7428],{},[7173,7429,7430],{},"Pet login step example:",[7232,7432,7434],{"className":7234,"code":7433,"language":7236,"meta":49,"style":49},"- stepId: loginStep  # unique per workflow, [A-Za-z0-9_-]+\n  operationId: loginUser\n  parameters:\n    - name: username\n      in: query\n      value: $inputs.username  # runtime expression\n  successCriteria:\n    - condition: $statusCode == 200\n  outputs:\n    sessionToken: $response.body\n",[33,7435,7436,7452,7462,7469,7481,7491,7504,7511,7523,7530],{"__ignoreMap":49},[7240,7437,7438,7441,7444,7446,7449],{"class":7242,"line":7243},[7240,7439,7440],{"class":7249},"- ",[7240,7442,7443],{"class":7246},"stepId",[7240,7445,7250],{"class":7249},[7240,7447,7448],{"class":7271},"loginStep",[7240,7450,7451],{"class":7277},"  # unique per workflow, [A-Za-z0-9_-]+\n",[7240,7453,7454,7457,7459],{"class":7242,"line":50},[7240,7455,7456],{"class":7246},"  operationId",[7240,7458,7250],{"class":7249},[7240,7460,7461],{"class":7271},"loginUser\n",[7240,7463,7464,7467],{"class":7242,"line":7027},[7240,7465,7466],{"class":7246},"  parameters",[7240,7468,7261],{"class":7249},[7240,7470,7471,7474,7476,7478],{"class":7242,"line":7028},[7240,7472,7473],{"class":7249},"    - ",[7240,7475,7293],{"class":7246},[7240,7477,7250],{"class":7249},[7240,7479,7480],{"class":7271},"username\n",[7240,7482,7483,7486,7488],{"class":7242,"line":7026},[7240,7484,7485],{"class":7246},"      in",[7240,7487,7250],{"class":7249},[7240,7489,7490],{"class":7271},"query\n",[7240,7492,7493,7496,7498,7501],{"class":7242,"line":7287},[7240,7494,7495],{"class":7246},"      value",[7240,7497,7250],{"class":7249},[7240,7499,7500],{"class":7271},"$inputs.username",[7240,7502,7503],{"class":7277},"  # runtime expression\n",[7240,7505,7506,7509],{"class":7242,"line":7301},[7240,7507,7508],{"class":7246},"  successCriteria",[7240,7510,7261],{"class":7249},[7240,7512,7513,7515,7518,7520],{"class":7242,"line":7312},[7240,7514,7473],{"class":7249},[7240,7516,7517],{"class":7246},"condition",[7240,7519,7250],{"class":7249},[7240,7521,7522],{"class":7271},"$statusCode == 200\n",[7240,7524,7525,7528],{"class":7242,"line":7323},[7240,7526,7527],{"class":7246},"  outputs",[7240,7529,7261],{"class":7249},[7240,7531,7532,7535,7537],{"class":7242,"line":7330},[7240,7533,7534],{"class":7246},"    sessionToken",[7240,7536,7250],{"class":7249},[7240,7538,7539],{"class":7271},"$response.body\n",[22,7541,7542,7543,7546,7547,7550,7551,7554,7555,7557,7558,7151,7561,7393],{},"Overrides: Step params\u002Fbodies\u002Factions inherit from workflow but override (never remove). ",[33,7544,7545],{},"requestBody"," supported (avoid on GET\u002FHEAD\u002FDELETE). ",[33,7548,7549],{},"successCriteria",": All ",[33,7552,7553],{},"Criterion"," conditions (expressions) ",[7173,7556,7175],{}," pass. Outputs map response parts (e.g., ",[33,7559,7560],{},"$response.header.X-Rate-Limit",[33,7562,7563],{},"$steps.prevStep.outputs.token",[22,7565,7566,7567,7203,7570,7573,7574,7393],{},"Control: ",[33,7568,7569],{},"onSuccess",[33,7571,7572],{},"onFailure"," arrays of actions with optional criteria; first match executes. Default success: next step; failure: break. Workflow outputs aggregate step outputs (e.g., ",[33,7575,7576],{},"available: $steps.getPetStep.outputs.availablePets",[7140,7578,7579],{},[22,7580,7581],{},"\"All assertions MUST be satisfied for the step to be deemed successful.\"",[22,7583,7584,7585,7588,7589,7591,7592,7595],{},"Parameters: ",[33,7586,7587],{},"{name, in, value}"," (expression); ",[33,7590,7545],{}," schema\u002Fobject. Reusables reference ",[33,7593,7594],{},"components.parameters"," etc.",[17,7597,7599],{"id":7598},"reusability-actions-and-expressions","Reusability, Actions, and Expressions",[22,7601,7602,7604,7605,7151,7607,7151,7609,7611,7612,7615,7616,7151,7619,7622],{},[33,7603,7224],{},": Schemas for ",[33,7606,7379],{},[33,7608,7382],{},[33,7610,7385],{},". SuccessAction\u002FFailureAction: ",[33,7613,7614],{},"action"," (\"continue\", \"stop\", \"retry\", etc.?—spec truncated but implies), optional ",[33,7617,7618],{},"criteria",[33,7620,7621],{},"times"," (retry count).",[22,7624,7625,7626,7151,7629,7151,7632,7151,7635,7151,7638,7641,7642,7393],{},"Runtime expressions: ",[33,7627,7628],{},"$inputs.*",[33,7630,7631],{},"$steps.*.outputs.*",[33,7633,7634],{},"$response.*",[33,7636,7637],{},"$statusCode",[33,7639,7640],{},"$sourceDescriptions.*",". Enables dependency chaining (e.g., auth token from login to next call's ",[33,7643,7644],{},"Authorization: $steps.loginStep.outputs.sessionToken",[22,7646,7647],{},"Extensions: Vendor prefixes for custom fields. Case-sensitive keys except noted.",[22,7649,7650],{},"This creates composable, executable API narratives: tooling can generate SDKs, tests, docs from workflows.",[17,7652,7654],{"id":7653},"key-takeaways","Key Takeaways",[7178,7656,7657,7665,7674,7685,7692,7702,7705,7708,7717],{},[7181,7658,7659,7660,7130,7662,7664],{},"Name entry files ",[33,7661,7129],{},[33,7663,7133],{}," and ensure root fields for validity.",[7181,7666,7667,7668,7670,7671,7673],{},"Reference OpenAPI sources via ",[33,7669,7125],{}," with unique ",[33,7672,7293],{},"s matching programming conventions.",[7181,7675,7676,7677,7203,7679,7681,7682,7684],{},"Use unique ",[33,7678,7335],{},[33,7680,7443],{},"s with ",[33,7683,7352],{}," regex for tooling.",[7181,7686,7687,7688,7691],{},"Chain dependencies with expressions like ",[33,7689,7690],{},"$steps.prev.outputs.token"," in params\u002Foutputs.",[7181,7693,7694,7695,7697,7698,7701],{},"Define ",[33,7696,7549],{}," with ",[33,7699,7700],{},"$statusCode == 200"," etc.; all must pass.",[7181,7703,7704],{},"Override workflow params\u002Factions at step level without removal.",[7181,7706,7707],{},"Aggregate workflow outputs from steps for higher-level results.",[7181,7709,7710,7711,7713,7714,7716],{},"Prefer ",[33,7712,7411],{}," over ",[33,7715,7414],{},"; use expressions for multi-source disambiguation.",[7181,7718,7719,7720,7722],{},"Leverage ",[33,7721,7224],{}," for reusable params\u002Factions across workflows.",[7724,7725,7726],"style",{},"html pre.shiki code .s9eBZ, html code.shiki .s9eBZ{--shiki-default:#22863A;--shiki-dark:#85E89D}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":49,"searchDepth":50,"depth":50,"links":7728},[7729,7730,7731,7732,7733],{"id":7115,"depth":50,"text":7116},{"id":7167,"depth":50,"text":7168},{"id":7404,"depth":50,"text":7405},{"id":7598,"depth":50,"text":7599},{"id":7653,"depth":50,"text":7654},[111],{"content_references":7736,"triage":7762},[7737,7742,7745,7748,7751,7756,7759],{"type":7738,"title":7739,"url":7740,"context":7741},"paper","Key words for use in RFCs to Indicate Requirement Levels","https:\u002F\u002Ftools.ietf.org\u002Fhtml\u002Frfc2119","cited",{"type":7738,"title":7743,"url":7744,"context":7741},"Ambiguity of Uppercase vs Lowercase in RFC 2119 Key Words","https:\u002F\u002Ftools.ietf.org\u002Fhtml\u002Frfc8174",{"type":7738,"title":7746,"url":7747,"context":7741},"Uniform Resource Identifier (URI): Generic Syntax","https:\u002F\u002Ftools.ietf.org\u002Fhtml\u002Frfc3986",{"type":7738,"title":7749,"url":7750,"context":7741},"JSON Schema Specification Draft 2020-12","https:\u002F\u002Ftools.ietf.org\u002Fhtml\u002Fdraft-bhutton-json-schema-00#section-4.2.1",{"type":7752,"title":7753,"url":7754,"context":7755},"other","YAML 1.2 Specification","https:\u002F\u002Fyaml.org\u002Fspec\u002F1.2\u002Fspec.html","recommended",{"type":7752,"title":7757,"url":7758,"context":7086},"CommonMark syntax","https:\u002F\u002Fspec.commonmark.org\u002F",{"type":7752,"title":7760,"url":7761,"context":7086},"The Apache License, Version 2.0","https:\u002F\u002Fwww.apache.org\u002Flicenses\u002FLICENSE-2.0.html",{"relevance":7028,"novelty":7027,"quality":7028,"actionability":7027,"composite":7763,"reasoning":7764},3.6,"Category: AI Automation. The article discusses Arazzo, which enhances API workflows, addressing a specific pain point for developers looking to improve their API integration processes. It provides a structured approach to defining workflows, which is actionable, though it lacks detailed implementation examples.","\u002Fsummaries\u002F992a0953f62632dc-arazzo-defining-executable-api-workflows-summary","2026-04-15 15:28:18",{"title":7105,"description":49},{"loc":7765},"992a0953f62632dc","http:\u002F\u002Fjentic.com\u002Fopenapi-arazzo","summaries\u002F992a0953f62632dc-arazzo-defining-executable-api-workflows-summary",[77,76,75],"Arazzo v1.0.1 extends OpenAPI to specify workflows as ordered API call sequences with inputs, dependencies, parameters, success criteria, and outputs for better developer experience.",[],"0vOLEmP84riTiDFXU9pICMSpIJSItwPmPC6VfjzlWQY",{"id":7777,"title":7778,"ai":7779,"body":7784,"categories":7821,"created_at":57,"date_modified":57,"description":49,"extension":59,"faq":57,"featured":60,"kicker_label":57,"meta":7822,"navigation":62,"path":7826,"published_at":57,"question":57,"scraped_at":7827,"seo":7828,"sitemap":7829,"source_id":7830,"source_name":7036,"source_type":7037,"source_url":7831,"stem":7832,"tags":7833,"thumbnail_url":57,"tldr":7834,"tweet":57,"unknown_tags":7835,"__hash__":7836},"summaries\u002Fsummaries\u002Fc37165a31cd3fc39-n8n-ai-powered-workflow-automation-with-400-integr-summary.md","n8n: AI-Powered Workflow Automation with 400+ Integrations",{"provider":7,"model":8,"input_tokens":7780,"output_tokens":7781,"processing_time_ms":7782,"cost_usd":7783},10721,1284,9470,0.00276355,{"type":14,"value":7785,"toc":7816},[7786,7790,7793,7796,7800,7803,7806,7810,7813],[17,7787,7789],{"id":7788},"core-capabilities-for-workflow-automation","Core Capabilities for Workflow Automation",[22,7791,7792],{},"n8n is a fair-code platform for building workflows that mix visual node-based design with custom code execution. It supports native AI capabilities for tasks like agentic workflows, evidenced by dedicated .agents and .claude folders, and integrates Claude AI directly into development (co-authoring commits like test fixes and CI improvements). Key strengths include 400+ integrations for APIs and services, enabling rapid automation of repetitive tasks without vendor lock-in. Self-host for full control or use cloud for scalability, making it ideal for indie builders automating AI pipelines across tools like LLMs, databases, and SaaS apps.",[22,7794,7795],{},"Trade-offs: Fair-code license balances openness with sustainability (source available but some restrictions), differing from fully permissive open-source. Handles complex executions reliably, as seen in folders like packages (core logic), docker\u002Fimages (containerization), and security (vulnerability scans via Trivy).",[17,7797,7799],{"id":7798},"deployment-and-customization-patterns","Deployment and Customization Patterns",[22,7801,7802],{},"Self-host via Docker (images include hardened bases with dependency bumps like zlib\u002Fpip) or dev environments (.devcontainer, .vscode). Customize with TypeScript\u002FPython in nodes, supported by configs like .editorconfig, .prettierrc.js, ESLint v9 for consistent DX. Scripts and patches folders aid maintenance; .env.local.example shows env vars for features like session persistence.",[22,7804,7805],{},"For production, use GitHub Actions (via .github, .actrc) for CI\u002FCD, coverage reports, and security scans. Benchmarking and runner images optimize performance. Avoids no-code limitations by allowing code injection, scaling from simple triggers to AI-orchestrated chains.",[17,7807,7809],{"id":7808},"adoption-metrics-and-active-development","Adoption Metrics and Active Development",[22,7811,7812],{},"Massive traction: 182k stars, 56.3k forks, 18,672 commits, 2,952 branches, 1,921 tags signal battle-tested reliability. Open issues (375), PRs (1.1k) indicate vibrant community fixing flakiness (e.g., unit tests) and enhancing eval\u002Ftest runs. AI accelerates dev: Recent commits (e.g., Mar 2026) co-authored by Claude Opus\u002FHaiku for chores like devcontainer fixes, plan saving in PRs, and npm rebuilds. Folders like .claude store AI prompts\u002Fskills (n8n-plan for PR planning), showing how teams embed LLMs in workflows to boost productivity 10x on maintenance.",[22,7814,7815],{},"Outcome: Builders ship automations faster—e.g., content pipelines or agent swarms—without building from scratch, leveraging the repo's structure for forking\u002Fextending.",{"title":49,"searchDepth":50,"depth":50,"links":7817},[7818,7819,7820],{"id":7788,"depth":50,"text":7789},{"id":7798,"depth":50,"text":7799},{"id":7808,"depth":50,"text":7809},[97],{"content_references":7823,"triage":7824},[],{"relevance":7026,"novelty":7028,"quality":7028,"actionability":7026,"composite":7090,"reasoning":7825},"Category: AI Automation. The article provides a comprehensive overview of n8n, a tool for automating AI workflows, which directly addresses the needs of builders looking to integrate AI into their products. It includes practical details on deployment, customization, and integration, making it immediately actionable for developers and indie builders.","\u002Fsummaries\u002Fc37165a31cd3fc39-n8n-ai-powered-workflow-automation-with-400-integr-summary","2026-04-15 15:27:26",{"title":7778,"description":49},{"loc":7826},"c37165a31cd3fc39","https:\u002F\u002Fgithub.com\u002Fn8n-io\u002Fn8n","summaries\u002Fc37165a31cd3fc39-n8n-ai-powered-workflow-automation-with-400-integr-summary",[77,74,76],"n8n combines visual workflow building, custom code, native AI features, self-hosting or cloud deployment, and 400+ integrations; 182k GitHub stars and 56k forks show massive adoption for automating AI pipelines.",[],"VbI757scwk7DuunsvXTOmj6ZgvjqOMVuwrkJML6oYmM"]