[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-77f8c25d10a0f858-building-custom-tools-with-vibe-coding-in-google-a-summary":3,"summaries-facets-categories":86,"summary-related-77f8c25d10a0f858-building-custom-tools-with-vibe-coding-in-google-a-summary":5660},{"id":4,"title":5,"ai":6,"body":13,"categories":46,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":51,"navigation":65,"path":66,"published_at":67,"question":48,"scraped_at":68,"seo":69,"sitemap":70,"source_id":71,"source_name":72,"source_type":73,"source_url":74,"stem":75,"tags":76,"thumbnail_url":81,"tldr":82,"tweet":83,"unknown_tags":84,"__hash__":85},"summaries\u002Fsummaries\u002F77f8c25d10a0f858-building-custom-tools-with-vibe-coding-in-google-a-summary.md","Building Custom Tools with Vibe Coding in Google AI Studio",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",5076,463,2924,0.0019635,{"type":14,"value":15,"toc":39},"minimark",[16,21,25,29,32,36],[17,18,20],"h2",{"id":19},"the-vibe-coding-workflow","The Vibe Coding Workflow",[22,23,24],"p",{},"\"Vibe coding\" is an iterative development process where users build software by describing requirements in natural language rather than writing code. The process functions as a continuous feedback loop: you define the goal, the AI generates the initial application, and you refine the output through conversational feedback. This approach effectively turns the AI into both a developer and a tutor, as it can explain technical concepts (like file formats) and guide the user through implementation steps.",[17,26,28],{"id":27},"iterative-troubleshooting-and-reasoning","Iterative Troubleshooting and Reasoning",[22,30,31],{},"Initial AI outputs often fail to handle complex edge cases, such as international travel itineraries involving dateline crossings, layovers, or varying time zones. The key to success is treating the AI like a collaborator: when the output is incorrect, provide specific feedback on the logic errors. By requesting advanced reasoning—such as switching to more capable models like Gemini 1.5 Pro—the AI can be forced to account for temporal complexities that simpler models miss. This \"talking to the manager\" approach allows users to resolve bugs without needing to understand the underlying codebase.",[17,33,35],{"id":34},"customization-and-utility","Customization and Utility",[22,37,38],{},"Beyond functional logic, AI Studio allows for rapid UI iteration. Once the core \"meat and potatoes\" of the application logic is stable, users can prompt the AI to modify the interface to match personal preferences. For repetitive, data-heavy tasks—such as converting travel itineraries into calendar files—this workflow can reduce a 30-minute manual task to a few seconds of processing. The total development time for a custom, production-ready tool can be as low as two hours, even for users with zero prior programming experience.",{"title":40,"searchDepth":41,"depth":41,"links":42},"",2,[43,44,45],{"id":19,"depth":41,"text":20},{"id":27,"depth":41,"text":28},{"id":34,"depth":41,"text":35},[47],"AI Automation",null,"md",false,{"content_references":52,"triage":60},[53,58],{"type":54,"title":55,"url":56,"context":57},"tool","Google AI Studio","https:\u002F\u002Faistudio.google.com\u002F","recommended",{"type":54,"title":59,"context":57},"Gemini",{"relevance":61,"novelty":62,"quality":62,"actionability":61,"composite":63,"reasoning":64},5,4,4.55,"Category: AI Automation. The article discusses 'vibe coding' in Google AI Studio, which directly addresses the audience's need for practical AI tools that enhance productivity and enable non-developers to build applications. It provides a clear workflow and actionable insights on using AI for rapid application development, making it highly relevant and actionable.",true,"\u002Fsummaries\u002F77f8c25d10a0f858-building-custom-tools-with-vibe-coding-in-google-a-summary","2026-06-10 19:00:08","2026-06-11 12:56:47",{"title":5,"description":40},{"loc":66},"77f8c25d10a0f858","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=ESUhJ9tsSUY","summaries\u002F77f8c25d10a0f858-building-custom-tools-with-vibe-coding-in-google-a-summary",[77,78,79,80],"ai-tools","automation","coding","productivity","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FESUhJ9tsSUY\u002Fhqdefault.jpg","Vibe coding allows non-developers to build functional applications by using natural language to iterate, troubleshoot, and refine code directly within Google AI Studio.","A basic demonstration of using [Google AI Studio](https:\u002F\u002Fgoo.gle\u002F-ai-studio) to generate a simple web app by prompting Gemini to parse text into calendar files. The video shows how to iterate on the initial output by providing natural language feedback to fix logic errors and customize the UI.",[80],"grqgyUF3hwXuElnr_Lim-yO2SUBdoTRMnomi8ezbmqg",[87,90,93,96,98,101,103,105,108,110,112,114,116,119,121,123,125,127,130,132,134,136,138,140,142,144,146,148,150,152,154,156,158,160,162,164,167,170,172,174,176,178,180,182,184,186,188,190,193,195,197,199,201,203,205,207,209,211,213,215,217,219,221,224,226,228,230,232,234,236,238,240,242,244,246,248,251,253,255,257,259,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,310,312,314,316,318,320,322,324,326,328,331,333,335,337,339,341,343,345,347,349,351,353,356,358,360,362,364,366,368,370,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,422,424,426,429,431,433,435,437,439,441,443,445,447,449,451,453,455,458,460,462,464,466,468,470,472,474,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,716,718,720,722,725,727,729,731,733,735,737,739,741,743,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658],{"categories":88},[89],"Developer Productivity",{"categories":91},[92],"Business & SaaS",{"categories":94},[95],"AI & LLMs",{"categories":97},[47],{"categories":99},[100],"Product Strategy",{"categories":102},[95],{"categories":104},[89],{"categories":106},[107],"Software Engineering",{"categories":109},[95],{"categories":111},[92],{"categories":113},[],{"categories":115},[95],{"categories":117},[118],"Inference & Serving",{"categories":120},[95],{"categories":122},[95],{"categories":124},[47],{"categories":126},[],{"categories":128},[129],"AI News & Trends",{"categories":131},[47],{"categories":133},[95],{"categories":135},[92],{"categories":137},[95],{"categories":139},[47],{"categories":141},[129],{"categories":143},[47],{"categories":145},[47],{"categories":147},[95],{"categories":149},[47],{"categories":151},[95],{"categories":153},[95],{"categories":155},[95],{"categories":157},[129],{"categories":159},[95],{"categories":161},[95],{"categories":163},[],{"categories":165},[166],"Design & Frontend",{"categories":168},[169],"Data Science & Visualization",{"categories":171},[129],{"categories":173},[95],{"categories":175},[95],{"categories":177},[],{"categories":179},[95],{"categories":181},[47],{"categories":183},[107],{"categories":185},[95],{"categories":187},[47],{"categories":189},[95],{"categories":191},[192],"Marketing & Growth",{"categories":194},[166],{"categories":196},[95],{"categories":198},[47],{"categories":200},[95],{"categories":202},[],{"categories":204},[],{"categories":206},[166],{"categories":208},[95],{"categories":210},[47],{"categories":212},[89],{"categories":214},[107],{"categories":216},[166],{"categories":218},[95],{"categories":220},[107],{"categories":222},[223],"DevOps & Cloud",{"categories":225},[47],{"categories":227},[100],{"categories":229},[129],{"categories":231},[95],{"categories":233},[],{"categories":235},[95],{"categories":237},[],{"categories":239},[47],{"categories":241},[107],{"categories":243},[],{"categories":245},[107],{"categories":247},[95],{"categories":249},[250],"Governance & Standards",{"categories":252},[92],{"categories":254},[],{"categories":256},[],{"categories":258},[95],{"categories":260},[95],{"categories":262},[47],{"categories":264},[95],{"categories":266},[95],{"categories":268},[47],{"categories":270},[95],{"categories":272},[95],{"categories":274},[95],{"categories":276},[],{"categories":278},[107],{"categories":280},[],{"categories":282},[],{"categories":284},[107],{"categories":286},[],{"categories":288},[107],{"categories":290},[95],{"categories":292},[95],{"categories":294},[192],{"categories":296},[95],{"categories":298},[166],{"categories":300},[166],{"categories":302},[95],{"categories":304},[107],{"categories":306},[47],{"categories":308},[309],"GovTech & Public-Sector Adoption",{"categories":311},[107],{"categories":313},[95],{"categories":315},[95],{"categories":317},[47],{"categories":319},[47],{"categories":321},[169],{"categories":323},[95],{"categories":325},[129],{"categories":327},[47],{"categories":329},[330],"Legal AI Tools",{"categories":332},[47],{"categories":334},[192],{"categories":336},[47],{"categories":338},[100],{"categories":340},[107],{"categories":342},[309],{"categories":344},[],{"categories":346},[47],{"categories":348},[],{"categories":350},[47],{"categories":352},[47],{"categories":354},[355],"RAG & Retrieval",{"categories":357},[92],{"categories":359},[95],{"categories":361},[107],{"categories":363},[223],{"categories":365},[166],{"categories":367},[95],{"categories":369},[],{"categories":371},[372],"Agents & Orchestration",{"categories":374},[107],{"categories":376},[95],{"categories":378},[],{"categories":380},[47],{"categories":382},[92],{"categories":384},[],{"categories":386},[95],{"categories":388},[],{"categories":390},[89],{"categories":392},[107],{"categories":394},[92],{"categories":396},[95],{"categories":398},[95],{"categories":400},[129],{"categories":402},[95],{"categories":404},[],{"categories":406},[95],{"categories":408},[],{"categories":410},[107],{"categories":412},[169],{"categories":414},[],{"categories":416},[95],{"categories":418},[166],{"categories":420},[421],"Models & Frontier Labs",{"categories":423},[],{"categories":425},[166],{"categories":427},[428],"Regulation & Governance of AI",{"categories":430},[47],{"categories":432},[],{"categories":434},[95],{"categories":436},[95],{"categories":438},[47],{"categories":440},[129],{"categories":442},[92],{"categories":444},[95],{"categories":446},[],{"categories":448},[107],{"categories":450},[47],{"categories":452},[95],{"categories":454},[100],{"categories":456},[457],"AI Policy & Regulation",{"categories":459},[],{"categories":461},[95],{"categories":463},[100],{"categories":465},[47],{"categories":467},[95],{"categories":469},[47],{"categories":471},[],{"categories":473},[169],{"categories":475},[476],"Evals & Reliability",{"categories":478},[95],{"categories":480},[],{"categories":482},[89],{"categories":484},[309],{"categories":486},[457],{"categories":488},[95],{"categories":490},[92],{"categories":492},[95],{"categories":494},[47],{"categories":496},[95],{"categories":498},[47],{"categories":500},[372],{"categories":502},[95],{"categories":504},[107],{"categories":506},[95],{"categories":508},[],{"categories":510},[],{"categories":512},[95],{"categories":514},[309],{"categories":516},[95],{"categories":518},[95],{"categories":520},[],{"categories":522},[166],{"categories":524},[],{"categories":526},[95],{"categories":528},[],{"categories":530},[47],{"categories":532},[95],{"categories":534},[166],{"categories":536},[],{"categories":538},[95],{"categories":540},[47],{"categories":542},[95],{"categories":544},[92],{"categories":546},[47],{"categories":548},[95],{"categories":550},[95],{"categories":552},[107],{"categories":554},[166],{"categories":556},[47],{"categories":558},[],{"categories":560},[107],{"categories":562},[47],{"categories":564},[],{"categories":566},[129],{"categories":568},[],{"categories":570},[95],{"categories":572},[95],{"categories":574},[92,192],{"categories":576},[],{"categories":578},[95],{"categories":580},[95],{"categories":582},[47],{"categories":584},[],{"categories":586},[],{"categories":588},[95],{"categories":590},[166],{"categories":592},[95],{"categories":594},[],{"categories":596},[95],{"categories":598},[223],{"categories":600},[],{"categories":602},[47],{"categories":604},[129],{"categories":606},[95],{"categories":608},[166],{"categories":610},[],{"categories":612},[129],{"categories":614},[95],{"categories":616},[118],{"categories":618},[95],{"categories":620},[47],{"categories":622},[129],{"categories":624},[421],{"categories":626},[95],{"categories":628},[192],{"categories":630},[],{"categories":632},[47],{"categories":634},[92],{"categories":636},[107],{"categories":638},[95],{"categories":640},[47],{"categories":642},[],{"categories":644},[95,223],{"categories":646},[95],{"categories":648},[95],{"categories":650},[95],{"categories":652},[47],{"categories":654},[95,107],{"categories":656},[169],{"categories":658},[95],{"categories":660},[95],{"categories":662},[107],{"categories":664},[47],{"categories":666},[457],{"categories":668},[192],{"categories":670},[95],{"categories":672},[47],{"categories":674},[95],{"categories":676},[95],{"categories":678},[47],{"categories":680},[],{"categories":682},[95],{"categories":684},[47],{"categories":686},[95],{"categories":688},[95,92],{"categories":690},[92],{"categories":692},[],{"categories":694},[166],{"categories":696},[166],{"categories":698},[95],{"categories":700},[],{"categories":702},[],{"categories":704},[129],{"categories":706},[],{"categories":708},[89],{"categories":710},[95],{"categories":712},[107],{"categories":714},[715],"Generative UI & Design-to-Code",{"categories":717},[95],{"categories":719},[166],{"categories":721},[95],{"categories":723},[724],"Algorithmic Accountability",{"categories":726},[47],{"categories":728},[107],{"categories":730},[129],{"categories":732},[166],{"categories":734},[],{"categories":736},[95],{"categories":738},[95],{"categories":740},[95],{"categories":742},[47],{"categories":744},[745],"MLOps & Infrastructure",{"categories":747},[95],{"categories":749},[95],{"categories":751},[95],{"categories":753},[95],{"categories":755},[129],{"categories":757},[89],{"categories":759},[95],{"categories":761},[47],{"categories":763},[223],{"categories":765},[95],{"categories":767},[166],{"categories":769},[95],{"categories":771},[47],{"categories":773},[],{"categories":775},[],{"categories":777},[118],{"categories":779},[166],{"categories":781},[129],{"categories":783},[169],{"categories":785},[],{"categories":787},[95],{"categories":789},[95],{"categories":791},[92],{"categories":793},[95],{"categories":795},[95],{"categories":797},[95],{"categories":799},[129],{"categories":801},[118],{"categories":803},[95],{"categories":805},[166],{"categories":807},[],{"categories":809},[47],{"categories":811},[107],{"categories":813},[],{"categories":815},[95],{"categories":817},[95],{"categories":819},[47],{"categories":821},[107],{"categories":823},[95],{"categories":825},[169],{"categories":827},[],{"categories":829},[95],{"categories":831},[],{"categories":833},[95],{"categories":835},[],{"categories":837},[100],{"categories":839},[92],{"categories":841},[47],{"categories":843},[47],{"categories":845},[],{"categories":847},[89],{"categories":849},[95],{"categories":851},[92],{"categories":853},[129],{"categories":855},[89],{"categories":857},[],{"categories":859},[95],{"categories":861},[],{"categories":863},[],{"categories":865},[129],{"categories":867},[129],{"categories":869},[],{"categories":871},[372],{"categories":873},[95],{"categories":875},[166],{"categories":877},[107],{"categories":879},[],{"categories":881},[330],{"categories":883},[92],{"categories":885},[],{"categories":887},[],{"categories":889},[89],{"categories":891},[169],{"categories":893},[],{"categories":895},[192],{"categories":897},[47],{"categories":899},[92],{"categories":901},[47],{"categories":903},[92],{"categories":905},[107],{"categories":907},[],{"categories":909},[118],{"categories":911},[100],{"categories":913},[95],{"categories":915},[166],{"categories":917},[107],{"categories":919},[92],{"categories":921},[95],{"categories":923},[47],{"categories":925},[92],{"categories":927},[95],{"categories":929},[95],{"categories":931},[],{"categories":933},[],{"categories":935},[107],{"categories":937},[169],{"categories":939},[100],{"categories":941},[95],{"categories":943},[47],{"categories":945},[95],{"categories":947},[],{"categories":949},[129],{"categories":951},[100],{"categories":953},[95],{"categories":955},[476],{"categories":957},[223],{"categories":959},[],{"categories":961},[47],{"categories":963},[],{"categories":965},[89],{"categories":967},[],{"categories":969},[95],{"categories":971},[95],{"categories":973},[166],{"categories":975},[192],{"categories":977},[107],{"categories":979},[47],{"categories":981},[],{"categories":983},[107],{"categories":985},[89],{"categories":987},[],{"categories":989},[129],{"categories":991},[95,223],{"categories":993},[994],"Design Systems for AI",{"categories":996},[95],{"categories":998},[129],{"categories":1000},[95],{"categories":1002},[95],{"categories":1004},[92],{"categories":1006},[95],{"categories":1008},[],{"categories":1010},[95],{"categories":1012},[95],{"categories":1014},[92],{"categories":1016},[95],{"categories":1018},[],{"categories":1020},[47],{"categories":1022},[107],{"categories":1024},[107],{"categories":1026},[166],{"categories":1028},[129],{"categories":1030},[169],{"categories":1032},[95],{"categories":1034},[89],{"categories":1036},[457],{"categories":1038},[95],{"categories":1040},[47],{"categories":1042},[95],{"categories":1044},[107],{"categories":1046},[107],{"categories":1048},[],{"categories":1050},[],{"categories":1052},[47],{"categories":1054},[100],{"categories":1056},[],{"categories":1058},[95],{"categories":1060},[],{"categories":1062},[166],{"categories":1064},[47],{"categories":1066},[107],{"categories":1068},[166],{"categories":1070},[95],{"categories":1072},[166],{"categories":1074},[],{"categories":1076},[],{"categories":1078},[129],{"categories":1080},[47],{"categories":1082},[47],{"categories":1084},[95],{"categories":1086},[95],{"categories":1088},[95],{"categories":1090},[92],{"categories":1092},[95],{"categories":1094},[95],{"categories":1096},[],{"categories":1098},[107],{"categories":1100},[107],{"categories":1102},[95],{"categories":1104},[107],{"categories":1106},[92],{"categories":1108},[],{"categories":1110},[95],{"categories":1112},[95],{"categories":1114},[95],{"categories":1116},[47],{"categories":1118},[89],{"categories":1120},[92],{"categories":1122},[129],{"categories":1124},[47],{"categories":1126},[118],{"categories":1128},[192],{"categories":1130},[95],{"categories":1132},[47],{"categories":1134},[],{"categories":1136},[166],{"categories":1138},[],{"categories":1140},[95],{"categories":1142},[95],{"categories":1144},[],{"categories":1146},[107],{"categories":1148},[92],{"categories":1150},[1151],"Visual & Generative Media",{"categories":1153},[47],{"categories":1155},[],{"categories":1157},[95],{"categories":1159},[95],{"categories":1161},[223],{"categories":1163},[169],{"categories":1165},[457],{"categories":1167},[107],{"categories":1169},[192],{"categories":1171},[95],{"categories":1173},[166],{"categories":1175},[95],{"categories":1177},[107],{"categories":1179},[47],{"categories":1181},[],{"categories":1183},[],{"categories":1185},[47],{"categories":1187},[89],{"categories":1189},[47],{"categories":1191},[421],{"categories":1193},[95],{"categories":1195},[100],{"categories":1197},[92],{"categories":1199},[],{"categories":1201},[95],{"categories":1203},[100],{"categories":1205},[95],{"categories":1207},[95],{"categories":1209},[95],{"categories":1211},[95],{"categories":1213},[95],{"categories":1215},[192],{"categories":1217},[95],{"categories":1219},[372],{"categories":1221},[95],{"categories":1223},[95],{"categories":1225},[95],{"categories":1227},[95],{"categories":1229},[95],{"categories":1231},[166],{"categories":1233},[47],{"categories":1235},[],{"categories":1237},[47],{"categories":1239},[],{"categories":1241},[223],{"categories":1243},[107],{"categories":1245},[],{"categories":1247},[421],{"categories":1249},[47],{"categories":1251},[95],{"categories":1253},[166,95],{"categories":1255},[89],{"categories":1257},[],{"categories":1259},[95],{"categories":1261},[89],{"categories":1263},[1264],"Medical Imaging & Radiology",{"categories":1266},[166],{"categories":1268},[47],{"categories":1270},[107],{"categories":1272},[],{"categories":1274},[95],{"categories":1276},[95],{"categories":1278},[95],{"categories":1280},[],{"categories":1282},[],{"categories":1284},[95],{"categories":1286},[372],{"categories":1288},[95],{"categories":1290},[89],{"categories":1292},[95],{"categories":1294},[95],{"categories":1296},[],{"categories":1298},[47],{"categories":1300},[95],{"categories":1302},[100],{"categories":1304},[107],{"categories":1306},[95],{"categories":1308},[372],{"categories":1310},[95],{"categories":1312},[47],{"categories":1314},[95],{"categories":1316},[166],{"categories":1318},[47],{"categories":1320},[223],{"categories":1322},[166],{"categories":1324},[92],{"categories":1326},[47],{"categories":1328},[95],{"categories":1330},[95],{"categories":1332},[95],{"categories":1334},[95],{"categories":1336},[95],{"categories":1338},[47],{"categories":1340},[107],{"categories":1342},[95],{"categories":1344},[100],{"categories":1346},[],{"categories":1348},[129],{"categories":1350},[],{"categories":1352},[100],{"categories":1354},[47],{"categories":1356},[994],{"categories":1358},[994],{"categories":1360},[166],{"categories":1362},[95],{"categories":1364},[95],{"categories":1366},[47],{"categories":1368},[107],{"categories":1370},[166],{"categories":1372},[47],{"categories":1374},[129],{"categories":1376},[],{"categories":1378},[95],{"categories":1380},[],{"categories":1382},[95],{"categories":1384},[95],{"categories":1386},[95],{"categories":1388},[1389],"Contract Review & E-Discovery",{"categories":1391},[166],{"categories":1393},[95],{"categories":1395},[89],{"categories":1397},[129],{"categories":1399},[95],{"categories":1401},[95],{"categories":1403},[192],{"categories":1405},[107],{"categories":1407},[95],{"categories":1409},[95],{"categories":1411},[47],{"categories":1413},[47],{"categories":1415},[724],{"categories":1417},[47],{"categories":1419},[47],{"categories":1421},[95],{"categories":1423},[95],{"categories":1425},[47],{"categories":1427},[95],{"categories":1429},[372],{"categories":1431},[355],{"categories":1433},[95],{"categories":1435},[47],{"categories":1437},[95],{"categories":1439},[1440],"Law-Firm Practice & Adoption",{"categories":1442},[95],{"categories":1444},[47],{"categories":1446},[166],{"categories":1448},[95],{"categories":1450},[95],{"categories":1452},[],{"categories":1454},[],{"categories":1456},[107],{"categories":1458},[],{"categories":1460},[89],{"categories":1462},[223],{"categories":1464},[95],{"categories":1466},[],{"categories":1468},[89],{"categories":1470},[92],{"categories":1472},[95],{"categories":1474},[192],{"categories":1476},[],{"categories":1478},[92],{"categories":1480},[92],{"categories":1482},[],{"categories":1484},[95],{"categories":1486},[95],{"categories":1488},[107],{"categories":1490},[],{"categories":1492},[],{"categories":1494},[],{"categories":1496},[],{"categories":1498},[95],{"categories":1500},[47],{"categories":1502},[223],{"categories":1504},[95],{"categories":1506},[89],{"categories":1508},[107],{"categories":1510},[95],{"categories":1512},[95],{"categories":1514},[107],{"categories":1516},[100],{"categories":1518},[95],{"categories":1520},[745],{"categories":1522},[95],{"categories":1524},[192],{"categories":1526},[107],{"categories":1528},[92],{"categories":1530},[95],{"categories":1532},[95],{"categories":1534},[166],{"categories":1536},[95],{"categories":1538},[95],{"categories":1540},[95],{"categories":1542},[47],{"categories":1544},[95,89],{"categories":1546},[372],{"categories":1548},[95],{"categories":1550},[107],{"categories":1552},[107],{"categories":1554},[166],{"categories":1556},[47],{"categories":1558},[107],{"categories":1560},[95],{"categories":1562},[95],{"categories":1564},[],{"categories":1566},[],{"categories":1568},[95],{"categories":1570},[],{"categories":1572},[95],{"categories":1574},[107],{"categories":1576},[169],{"categories":1578},[129],{"categories":1580},[166],{"categories":1582},[95],{"categories":1584},[107],{"categories":1586},[],{"categories":1588},[47],{"categories":1590},[95],{"categories":1592},[95],{"categories":1594},[95],{"categories":1596},[95],{"categories":1598},[],{"categories":1600},[47],{"categories":1602},[95],{"categories":1604},[95],{"categories":1606},[],{"categories":1608},[47],{"categories":1610},[95],{"categories":1612},[95],{"categories":1614},[92],{"categories":1616},[95],{"categories":1618},[],{"categories":1620},[89],{"categories":1622},[95],{"categories":1624},[166],{"categories":1626},[107],{"categories":1628},[95],{"categories":1630},[89],{"categories":1632},[95],{"categories":1634},[107],{"categories":1636},[192],{"categories":1638},[47],{"categories":1640},[47],{"categories":1642},[95,166],{"categories":1644},[95],{"categories":1646},[129],{"categories":1648},[95],{"categories":1650},[129],{"categories":1652},[47],{"categories":1654},[166],{"categories":1656},[],{"categories":1658},[107],{"categories":1660},[223],{"categories":1662},[166],{"categories":1664},[107],{"categories":1666},[95],{"categories":1668},[100],{"categories":1670},[95],{"categories":1672},[47],{"categories":1674},[],{"categories":1676},[],{"categories":1678},[95],{"categories":1680},[],{"categories":1682},[],{"categories":1684},[100],{"categories":1686},[107],{"categories":1688},[95],{"categories":1690},[47],{"categories":1692},[47],{"categories":1694},[92],{"categories":1696},[47],{"categories":1698},[223],{"categories":1700},[95],{"categories":1702},[95],{"categories":1704},[118],{"categories":1706},[95],{"categories":1708},[95],{"categories":1710},[47],{"categories":1712},[95],{"categories":1714},[95],{"categories":1716},[330],{"categories":1718},[724],{"categories":1720},[],{"categories":1722},[166],{"categories":1724},[1440],{"categories":1726},[107],{"categories":1728},[],{"categories":1730},[],{"categories":1732},[47],{"categories":1734},[],{"categories":1736},[],{"categories":1738},[192],{"categories":1740},[192],{"categories":1742},[47],{"categories":1744},[107],{"categories":1746},[],{"categories":1748},[95],{"categories":1750},[95],{"categories":1752},[107],{"categories":1754},[1389],{"categories":1756},[166],{"categories":1758},[166],{"categories":1760},[95],{"categories":1762},[47],{"categories":1764},[89],{"categories":1766},[95],{"categories":1768},[95],{"categories":1770},[166],{"categories":1772},[166],{"categories":1774},[47],{"categories":1776},[47],{"categories":1778},[95],{"categories":1780},[],{"categories":1782},[95],{"categories":1784},[],{"categories":1786},[1787],"Interaction & Product Design",{"categories":1789},[95],{"categories":1791},[47],{"categories":1793},[250],{"categories":1795},[129],{"categories":1797},[107],{"categories":1799},[95],{"categories":1801},[95],{"categories":1803},[107],{"categories":1805},[89],{"categories":1807},[95],{"categories":1809},[],{"categories":1811},[47],{"categories":1813},[47],{"categories":1815},[],{"categories":1817},[107],{"categories":1819},[95],{"categories":1821},[89],{"categories":1823},[1787],{"categories":1825},[95],{"categories":1827},[89],{"categories":1829},[89],{"categories":1831},[],{"categories":1833},[107],{"categories":1835},[],{"categories":1837},[47],{"categories":1839},[129],{"categories":1841},[95],{"categories":1843},[47],{"categories":1845},[95],{"categories":1847},[47],{"categories":1849},[95],{"categories":1851},[129],{"categories":1853},[169],{"categories":1855},[95],{"categories":1857},[100],{"categories":1859},[107],{"categories":1861},[1862],"Coding Agents & Dev Productivity",{"categories":1864},[129],{"categories":1866},[166],{"categories":1868},[],{"categories":1870},[95],{"categories":1872},[724],{"categories":1874},[],{"categories":1876},[95],{"categories":1878},[95],{"categories":1880},[129],{"categories":1882},[],{"categories":1884},[],{"categories":1886},[95],{"categories":1888},[],{"categories":1890},[47],{"categories":1892},[95],{"categories":1894},[],{"categories":1896},[107],{"categories":1898},[107],{"categories":1900},[95],{"categories":1902},[169],{"categories":1904},[],{"categories":1906},[95],{"categories":1908},[95],{"categories":1910},[95],{"categories":1912},[169],{"categories":1914},[107],{"categories":1916},[],{"categories":1918},[],{"categories":1920},[47],{"categories":1922},[47],{"categories":1924},[309],{"categories":1926},[107],{"categories":1928},[107],{"categories":1930},[47],{"categories":1932},[129],{"categories":1934},[129],{"categories":1936},[47],{"categories":1938},[47],{"categories":1940},[95],{"categories":1942},[89],{"categories":1944},[1787],{"categories":1946},[95,223],{"categories":1948},[],{"categories":1950},[166],{"categories":1952},[107],{"categories":1954},[89],{"categories":1956},[95],{"categories":1958},[47],{"categories":1960},[1961],"The Designer's Role & Craft",{"categories":1963},[166],{"categories":1965},[],{"categories":1967},[47],{"categories":1969},[95],{"categories":1971},[47],{"categories":1973},[47],{"categories":1975},[95],{"categories":1977},[192],{"categories":1979},[95],{"categories":1981},[107],{"categories":1983},[166],{"categories":1985},[95],{"categories":1987},[],{"categories":1989},[47],{"categories":1991},[166],{"categories":1993},[95],{"categories":1995},[95],{"categories":1997},[1998],"AI UX Patterns",{"categories":2000},[47],{"categories":2002},[47],{"categories":2004},[47],{"categories":2006},[47],{"categories":2008},[192],{"categories":2010},[169],{"categories":2012},[95],{"categories":2014},[47],{"categories":2016},[95],{"categories":2018},[994],{"categories":2020},[],{"categories":2022},[192],{"categories":2024},[129],{"categories":2026},[107],{"categories":2028},[95],{"categories":2030},[47],{"categories":2032},[],{"categories":2034},[],{"categories":2036},[95],{"categories":2038},[47],{"categories":2040},[95],{"categories":2042},[47],{"categories":2044},[309],{"categories":2046},[166],{"categories":2048},[129],{"categories":2050},[107],{"categories":2052},[95],{"categories":2054},[47],{"categories":2056},[47],{"categories":2058},[],{"categories":2060},[95],{"categories":2062},[],{"categories":2064},[],{"categories":2066},[95],{"categories":2068},[95],{"categories":2070},[47],{"categories":2072},[107],{"categories":2074},[],{"categories":2076},[],{"categories":2078},[169],{"categories":2080},[118],{"categories":2082},[95],{"categories":2084},[169],{"categories":2086},[129],{"categories":2088},[95],{"categories":2090},[95],{"categories":2092},[47],{"categories":2094},[47],{"categories":2096},[95],{"categories":2098},[47],{"categories":2100},[],{"categories":2102},[],{"categories":2104},[95],{"categories":2106},[223],{"categories":2108},[95],{"categories":2110},[],{"categories":2112},[],{"categories":2114},[166],{"categories":2116},[745],{"categories":2118},[47],{"categories":2120},[89],{"categories":2122},[1961],{"categories":2124},[],{"categories":2126},[],{"categories":2128},[95],{"categories":2130},[],{"categories":2132},[],{"categories":2134},[107],{"categories":2136},[129],{"categories":2138},[192],{"categories":2140},[92],{"categories":2142},[95],{"categories":2144},[95],{"categories":2146},[92],{"categories":2148},[],{"categories":2150},[166],{"categories":2152},[95],{"categories":2154},[47],{"categories":2156},[92],{"categories":2158},[95],{"categories":2160},[95],{"categories":2162},[89],{"categories":2164},[95],{"categories":2166},[],{"categories":2168},[89],{"categories":2170},[95],{"categories":2172},[192],{"categories":2174},[47],{"categories":2176},[129],{"categories":2178},[95],{"categories":2180},[92],{"categories":2182},[95],{"categories":2184},[95],{"categories":2186},[95],{"categories":2188},[47],{"categories":2190},[],{"categories":2192},[95],{"categories":2194},[107],{"categories":2196},[89],{"categories":2198},[95],{"categories":2200},[95],{"categories":2202},[],{"categories":2204},[372],{"categories":2206},[129],{"categories":2208},[95],{"categories":2210},[95],{"categories":2212},[],{"categories":2214},[92],{"categories":2216},[92],{"categories":2218},[95],{"categories":2220},[95],{"categories":2222},[100],{"categories":2224},[95],{"categories":2226},[95],{"categories":2228},[107],{"categories":2230},[107],{"categories":2232},[95],{"categories":2234},[],{"categories":2236},[107],{"categories":2238},[95],{"categories":2240},[107],{"categories":2242},[457],{"categories":2244},[],{"categories":2246},[],{"categories":2248},[95],{"categories":2250},[129],{"categories":2252},[],{"categories":2254},[223],{"categories":2256},[95],{"categories":2258},[95],{"categories":2260},[166],{"categories":2262},[715],{"categories":2264},[],{"categories":2266},[95],{"categories":2268},[95],{"categories":2270},[107],{"categories":2272},[95],{"categories":2274},[95],{"categories":2276},[95,223],{"categories":2278},[95],{"categories":2280},[95],{"categories":2282},[166],{"categories":2284},[47],{"categories":2286},[],{"categories":2288},[47],{"categories":2290},[47],{"categories":2292},[95],{"categories":2294},[95],{"categories":2296},[95],{"categories":2298},[169],{"categories":2300},[95],{"categories":2302},[1998],{"categories":2304},[89],{"categories":2306},[169],{"categories":2308},[89],{"categories":2310},[107],{"categories":2312},[166],{"categories":2314},[47],{"categories":2316},[95],{"categories":2318},[],{"categories":2320},[95],{"categories":2322},[129],{"categories":2324},[95],{"categories":2326},[47],{"categories":2328},[95],{"categories":2330},[95],{"categories":2332},[92],{"categories":2334},[],{"categories":2336},[223],{"categories":2338},[95],{"categories":2340},[309],{"categories":2342},[166],{"categories":2344},[166],{"categories":2346},[107],{"categories":2348},[47],{"categories":2350},[95],{"categories":2352},[92],{"categories":2354},[129],{"categories":2356},[95],{"categories":2358},[166],{"categories":2360},[47],{"categories":2362},[95],{"categories":2364},[95],{"categories":2366},[421],{"categories":2368},[],{"categories":2370},[95],{"categories":2372},[95],{"categories":2374},[95],{"categories":2376},[],{"categories":2378},[],{"categories":2380},[95],{"categories":2382},[95],{"categories":2384},[95],{"categories":2386},[95],{"categories":2388},[107],{"categories":2390},[95],{"categories":2392},[95],{"categories":2394},[47],{"categories":2396},[95],{"categories":2398},[95],{"categories":2400},[95],{"categories":2402},[95],{"categories":2404},[],{"categories":2406},[107],{"categories":2408},[169],{"categories":2410},[95],{"categories":2412},[47],{"categories":2414},[95],{"categories":2416},[],{"categories":2418},[],{"categories":2420},[95],{"categories":2422},[95],{"categories":2424},[95],{"categories":2426},[129],{"categories":2428},[],{"categories":2430},[95],{"categories":2432},[166],{"categories":2434},[95],{"categories":2436},[223],{"categories":2438},[1440],{"categories":2440},[129],{"categories":2442},[107],{"categories":2444},[107],{"categories":2446},[107],{"categories":2448},[129],{"categories":2450},[129],{"categories":2452},[223],{"categories":2454},[],{"categories":2456},[129],{"categories":2458},[95],{"categories":2460},[89],{"categories":2462},[107],{"categories":2464},[95],{"categories":2466},[129],{"categories":2468},[],{"categories":2470},[95],{"categories":2472},[107],{"categories":2474},[169],{"categories":2476},[95],{"categories":2478},[129],{"categories":2480},[95],{"categories":2482},[107],{"categories":2484},[47],{"categories":2486},[129],{"categories":2488},[47],{"categories":2490},[223],{"categories":2492},[47],{"categories":2494},[95],{"categories":2496},[95],{"categories":2498},[107],{"categories":2500},[95],{"categories":2502},[],{"categories":2504},[92],{"categories":2506},[107],{"categories":2508},[],{"categories":2510},[],{"categories":2512},[95],{"categories":2514},[47],{"categories":2516},[95],{"categories":2518},[2519],"Frameworks & Tooling",{"categories":2521},[95],{"categories":2523},[95],{"categories":2525},[107],{"categories":2527},[95],{"categories":2529},[95],{"categories":2531},[],{"categories":2533},[169],{"categories":2535},[169],{"categories":2537},[89],{"categories":2539},[47],{"categories":2541},[166],{"categories":2543},[],{"categories":2545},[1440],{"categories":2547},[95],{"categories":2549},[107],{"categories":2551},[95],{"categories":2553},[223],{"categories":2555},[223],{"categories":2557},[],{"categories":2559},[47],{"categories":2561},[129],{"categories":2563},[129],{"categories":2565},[95],{"categories":2567},[47],{"categories":2569},[],{"categories":2571},[166],{"categories":2573},[95],{"categories":2575},[95],{"categories":2577},[],{"categories":2579},[95],{"categories":2581},[],{"categories":2583},[107],{"categories":2585},[95],{"categories":2587},[107],{"categories":2589},[223],{"categories":2591},[95],{"categories":2593},[107],{"categories":2595},[92],{"categories":2597},[95],{"categories":2599},[1440],{"categories":2601},[],{"categories":2603},[47],{"categories":2605},[89],{"categories":2607},[89],{"categories":2609},[],{"categories":2611},[47],{"categories":2613},[95],{"categories":2615},[2616],"AI Design Tooling",{"categories":2618},[166],{"categories":2620},[95],{"categories":2622},[95],{"categories":2624},[107],{"categories":2626},[166],{"categories":2628},[95],{"categories":2630},[107],{"categories":2632},[129],{"categories":2634},[100],{"categories":2636},[107],{"categories":2638},[47],{"categories":2640},[],{"categories":2642},[95],{"categories":2644},[95],{"categories":2646},[47],{"categories":2648},[95],{"categories":2650},[95],{"categories":2652},[],{"categories":2654},[47],{"categories":2656},[2519],{"categories":2658},[95],{"categories":2660},[47],{"categories":2662},[47],{"categories":2664},[107],{"categories":2666},[107],{"categories":2668},[],{"categories":2670},[107],{"categories":2672},[95],{"categories":2674},[95],{"categories":2676},[47],{"categories":2678},[92],{"categories":2680},[95],{"categories":2682},[],{"categories":2684},[95],{"categories":2686},[1787],{"categories":2688},[],{"categories":2690},[95],{"categories":2692},[95],{"categories":2694},[],{"categories":2696},[95],{"categories":2698},[95],{"categories":2700},[95],{"categories":2702},[192],{"categories":2704},[129],{"categories":2706},[95],{"categories":2708},[95],{"categories":2710},[1440],{"categories":2712},[89],{"categories":2714},[95],{"categories":2716},[95],{"categories":2718},[169],{"categories":2720},[95],{"categories":2722},[129],{"categories":2724},[47],{"categories":2726},[],{"categories":2728},[95],{"categories":2730},[166],{"categories":2732},[95],{"categories":2734},[192],{"categories":2736},[95],{"categories":2738},[47],{"categories":2740},[],{"categories":2742},[],{"categories":2744},[],{"categories":2746},[89],{"categories":2748},[129],{"categories":2750},[47],{"categories":2752},[95],{"categories":2754},[95],{"categories":2756},[95],{"categories":2758},[330],{"categories":2760},[166],{"categories":2762},[47],{"categories":2764},[95],{"categories":2766},[],{"categories":2768},[47],{"categories":2770},[47],{"categories":2772},[],{"categories":2774},[95],{"categories":2776},[47],{"categories":2778},[95],{"categories":2780},[],{"categories":2782},[95],{"categories":2784},[95],{"categories":2786},[129],{"categories":2788},[166],{"categories":2790},[47],{"categories":2792},[166],{"categories":2794},[47],{"categories":2796},[92],{"categories":2798},[],{"categories":2800},[],{"categories":2802},[95],{"categories":2804},[95],{"categories":2806},[89],{"categories":2808},[47],{"categories":2810},[129],{"categories":2812},[],{"categories":2814},[166],{"categories":2816},[],{"categories":2818},[107],{"categories":2820},[107],{"categories":2822},[166],{"categories":2824},[107],{"categories":2826},[95],{"categories":2828},[],{"categories":2830},[95],{"categories":2832},[95],{"categories":2834},[],{"categories":2836},[192],{"categories":2838},[95],{"categories":2840},[223],{"categories":2842},[107],{"categories":2844},[],{"categories":2846},[47],{"categories":2848},[95],{"categories":2850},[89],{"categories":2852},[421],{"categories":2854},[47],{"categories":2856},[47],{"categories":2858},[95],{"categories":2860},[95],{"categories":2862},[],{"categories":2864},[89],{"categories":2866},[95],{"categories":2868},[92],{"categories":2870},[107],{"categories":2872},[166],{"categories":2874},[],{"categories":2876},[],{"categories":2878},[],{"categories":2880},[47],{"categories":2882},[107],{"categories":2884},[166],{"categories":2886},[129],{"categories":2888},[95],{"categories":2890},[129],{"categories":2892},[47],{"categories":2894},[166],{"categories":2896},[95],{"categories":2898},[],{"categories":2900},[95],{"categories":2902},[118],{"categories":2904},[47],{"categories":2906},[166],{"categories":2908},[129],{"categories":2910},[92],{"categories":2912},[107],{"categories":2914},[95],{"categories":2916},[129],{"categories":2918},[192],{"categories":2920},[],{"categories":2922},[],{"categories":2924},[169],{"categories":2926},[372],{"categories":2928},[95],{"categories":2930},[47],{"categories":2932},[95,107],{"categories":2934},[129],{"categories":2936},[95],{"categories":2938},[95],{"categories":2940},[47],{"categories":2942},[95],{"categories":2944},[47],{"categories":2946},[95],{"categories":2948},[95],{"categories":2950},[],{"categories":2952},[994],{"categories":2954},[107],{"categories":2956},[166],{"categories":2958},[95],{"categories":2960},[95],{"categories":2962},[95],{"categories":2964},[169],{"categories":2966},[47],{"categories":2968},[192],{"categories":2970},[223],{"categories":2972},[],{"categories":2974},[95],{"categories":2976},[92],{"categories":2978},[47],{"categories":2980},[89],{"categories":2982},[47],{"categories":2984},[95],{"categories":2986},[47],{"categories":2988},[100],{"categories":2990},[107],{"categories":2992},[95],{"categories":2994},[95],{"categories":2996},[],{"categories":2998},[],{"categories":3000},[],{"categories":3002},[223],{"categories":3004},[95],{"categories":3006},[129],{"categories":3008},[95],{"categories":3010},[95],{"categories":3012},[95],{"categories":3014},[95],{"categories":3016},[],{"categories":3018},[169],{"categories":3020},[92],{"categories":3022},[47],{"categories":3024},[95],{"categories":3026},[],{"categories":3028},[95],{"categories":3030},[47],{"categories":3032},[95],{"categories":3034},[223],{"categories":3036},[],{"categories":3038},[166],{"categories":3040},[166],{"categories":3042},[],{"categories":3044},[107],{"categories":3046},[95],{"categories":3048},[166],{"categories":3050},[95],{"categories":3052},[92],{"categories":3054},[47],{"categories":3056},[95],{"categories":3058},[],{"categories":3060},[129],{"categories":3062},[95],{"categories":3064},[95],{"categories":3066},[95],{"categories":3068},[166],{"categories":3070},[47],{"categories":3072},[129],{"categories":3074},[],{"categories":3076},[47],{"categories":3078},[47],{"categories":3080},[166],{"categories":3082},[95],{"categories":3084},[95],{"categories":3086},[95],{"categories":3088},[372],{"categories":3090},[95],{"categories":3092},[],{"categories":3094},[95],{"categories":3096},[95],{"categories":3098},[223],{"categories":3100},[129],{"categories":3102},[169],{"categories":3104},[457],{"categories":3106},[169],{"categories":3108},[],{"categories":3110},[],{"categories":3112},[],{"categories":3114},[47],{"categories":3116},[47],{"categories":3118},[107],{"categories":3120},[95],{"categories":3122},[355],{"categories":3124},[107],{"categories":3126},[95],{"categories":3128},[95],{"categories":3130},[95],{"categories":3132},[95],{"categories":3134},[47],{"categories":3136},[],{"categories":3138},[],{"categories":3140},[95],{"categories":3142},[],{"categories":3144},[95],{"categories":3146},[47],{"categories":3148},[166],{"categories":3150},[95],{"categories":3152},[95],{"categories":3154},[],{"categories":3156},[100],{"categories":3158},[95],{"categories":3160},[166],{"categories":3162},[95],{"categories":3164},[47],{"categories":3166},[92],{"categories":3168},[95],{"categories":3170},[192],{"categories":3172},[47],{"categories":3174},[95],{"categories":3176},[715],{"categories":3178},[95],{"categories":3180},[47],{"categories":3182},[95],{"categories":3184},[107],{"categories":3186},[95],{"categories":3188},[421],{"categories":3190},[166],{"categories":3192},[],{"categories":3194},[129],{"categories":3196},[372],{"categories":3198},[47],{"categories":3200},[95],{"categories":3202},[],{"categories":3204},[129],{"categories":3206},[309],{"categories":3208},[47],{"categories":3210},[47],{"categories":3212},[95],{"categories":3214},[95],{"categories":3216},[47],{"categories":3218},[],{"categories":3220},[92],{"categories":3222},[47],{"categories":3224},[],{"categories":3226},[107],{"categories":3228},[95],{"categories":3230},[89],{"categories":3232},[129],{"categories":3234},[223],{"categories":3236},[118],{"categories":3238},[47],{"categories":3240},[47],{"categories":3242},[95],{"categories":3244},[47],{"categories":3246},[89],{"categories":3248},[],{"categories":3250},[95],{"categories":3252},[95],{"categories":3254},[],{"categories":3256},[],{"categories":3258},[166],{"categories":3260},[95,92],{"categories":3262},[47],{"categories":3264},[95],{"categories":3266},[],{"categories":3268},[89],{"categories":3270},[169],{"categories":3272},[92],{"categories":3274},[95],{"categories":3276},[107],{"categories":3278},[95],{"categories":3280},[47],{"categories":3282},[95],{"categories":3284},[95],{"categories":3286},[95],{"categories":3288},[129],{"categories":3290},[994],{"categories":3292},[47],{"categories":3294},[95],{"categories":3296},[],{"categories":3298},[],{"categories":3300},[47],{"categories":3302},[95],{"categories":3304},[223],{"categories":3306},[],{"categories":3308},[95],{"categories":3310},[47],{"categories":3312},[118],{"categories":3314},[47],{"categories":3316},[372],{"categories":3318},[],{"categories":3320},[330],{"categories":3322},[47],{"categories":3324},[95],{"categories":3326},[192],{"categories":3328},[95],{"categories":3330},[169],{"categories":3332},[47],{"categories":3334},[95],{"categories":3336},[372],{"categories":3338},[95],{"categories":3340},[223],{"categories":3342},[],{"categories":3344},[95],{"categories":3346},[192],{"categories":3348},[166],{"categories":3350},[95],{"categories":3352},[95],{"categories":3354},[],{"categories":3356},[192],{"categories":3358},[129],{"categories":3360},[95],{"categories":3362},[95],{"categories":3364},[457],{"categories":3366},[89],{"categories":3368},[95],{"categories":3370},[],{"categories":3372},[],{"categories":3374},[166],{"categories":3376},[95],{"categories":3378},[169],{"categories":3380},[192],{"categories":3382},[47],{"categories":3384},[192],{"categories":3386},[129],{"categories":3388},[],{"categories":3390},[95],{"categories":3392},[],{"categories":3394},[95],{"categories":3396},[476],{"categories":3398},[95],{"categories":3400},[95],{"categories":3402},[47],{"categories":3404},[372],{"categories":3406},[95],{"categories":3408},[95],{"categories":3410},[95],{"categories":3412},[],{"categories":3414},[95,107],{"categories":3416},[129],{"categories":3418},[47],{"categories":3420},[107],{"categories":3422},[47],{"categories":3424},[745],{"categories":3426},[107],{"categories":3428},[95],{"categories":3430},[89],{"categories":3432},[],{"categories":3434},[],{"categories":3436},[47],{"categories":3438},[95],{"categories":3440},[107],{"categories":3442},[89],{"categories":3444},[107],{"categories":3446},[107],{"categories":3448},[95],{"categories":3450},[192],{"categories":3452},[95],{"categories":3454},[107],{"categories":3456},[],{"categories":3458},[95],{"categories":3460},[166,95],{"categories":3462},[223],{"categories":3464},[89],{"categories":3466},[],{"categories":3468},[95],{"categories":3470},[95],{"categories":3472},[92],{"categories":3474},[92],{"categories":3476},[95],{"categories":3478},[95],{"categories":3480},[309],{"categories":3482},[95],{"categories":3484},[107],{"categories":3486},[169],{"categories":3488},[47],{"categories":3490},[95],{"categories":3492},[95],{"categories":3494},[129],{"categories":3496},[192],{"categories":3498},[166],{"categories":3500},[95],{"categories":3502},[95],{"categories":3504},[95],{"categories":3506},[95],{"categories":3508},[89],{"categories":3510},[95],{"categories":3512},[47],{"categories":3514},[47],{"categories":3516},[107],{"categories":3518},[129],{"categories":3520},[107],{"categories":3522},[],{"categories":3524},[],{"categories":3526},[169],{"categories":3528},[95],{"categories":3530},[107],{"categories":3532},[95],{"categories":3534},[166],{"categories":3536},[372],{"categories":3538},[330],{"categories":3540},[309],{"categories":3542},[95],{"categories":3544},[95],{"categories":3546},[95],{"categories":3548},[169],{"categories":3550},[95],{"categories":3552},[95],{"categories":3554},[95],{"categories":3556},[47],{"categories":3558},[89],{"categories":3560},[47],{"categories":3562},[95,92],{"categories":3564},[],{"categories":3566},[166],{"categories":3568},[],{"categories":3570},[100],{"categories":3572},[95],{"categories":3574},[129],{"categories":3576},[89],{"categories":3578},[89],{"categories":3580},[47],{"categories":3582},[47],{"categories":3584},[47],{"categories":3586},[95],{"categories":3588},[95],{"categories":3590},[92],{"categories":3592},[107],{"categories":3594},[192],{"categories":3596},[95],{"categories":3598},[],{"categories":3600},[129],{"categories":3602},[95],{"categories":3604},[95],{"categories":3606},[95],{"categories":3608},[95],{"categories":3610},[95],{"categories":3612},[107],{"categories":3614},[129],{"categories":3616},[107],{"categories":3618},[107],{"categories":3620},[95],{"categories":3622},[95],{"categories":3624},[330],{"categories":3626},[95],{"categories":3628},[47],{"categories":3630},[129],{"categories":3632},[95],{"categories":3634},[95],{"categories":3636},[95],{"categories":3638},[47],{"categories":3640},[95],{"categories":3642},[95],{"categories":3644},[95],{"categories":3646},[2519],{"categories":3648},[3649],"Clinical AI",{"categories":3651},[166],{"categories":3653},[95],{"categories":3655},[95],{"categories":3657},[95],{"categories":3659},[223],{"categories":3661},[1998],{"categories":3663},[95],{"categories":3665},[100],{"categories":3667},[95],{"categories":3669},[47],{"categories":3671},[95],{"categories":3673},[95],{"categories":3675},[129],{"categories":3677},[95],{"categories":3679},[47],{"categories":3681},[192],{"categories":3683},[95],{"categories":3685},[95],{"categories":3687},[92],{"categories":3689},[95],{"categories":3691},[421],{"categories":3693},[95],{"categories":3695},[],{"categories":3697},[95],{"categories":3699},[107],{"categories":3701},[95],{"categories":3703},[],{"categories":3705},[],{"categories":3707},[95],{"categories":3709},[],{"categories":3711},[92],{"categories":3713},[95],{"categories":3715},[47],{"categories":3717},[129],{"categories":3719},[129],{"categories":3721},[129],{"categories":3723},[129],{"categories":3725},[],{"categories":3727},[89],{"categories":3729},[47],{"categories":3731},[129],{"categories":3733},[95],{"categories":3735},[476],{"categories":3737},[100],{"categories":3739},[95],{"categories":3741},[89],{"categories":3743},[47],{"categories":3745},[95],{"categories":3747},[95],{"categories":3749},[95,47],{"categories":3751},[47],{"categories":3753},[223],{"categories":3755},[129],{"categories":3757},[47],{"categories":3759},[129],{"categories":3761},[47],{"categories":3763},[95],{"categories":3765},[],{"categories":3767},[129],{"categories":3769},[192],{"categories":3771},[89],{"categories":3773},[95],{"categories":3775},[95],{"categories":3777},[],{"categories":3779},[107],{"categories":3781},[],{"categories":3783},[89],{"categories":3785},[47],{"categories":3787},[129],{"categories":3789},[95],{"categories":3791},[129],{"categories":3793},[89],{"categories":3795},[129],{"categories":3797},[129],{"categories":3799},[],{"categories":3801},[92],{"categories":3803},[47],{"categories":3805},[129],{"categories":3807},[129],{"categories":3809},[129],{"categories":3811},[129],{"categories":3813},[129],{"categories":3815},[129],{"categories":3817},[129],{"categories":3819},[129],{"categories":3821},[129],{"categories":3823},[129],{"categories":3825},[169],{"categories":3827},[89],{"categories":3829},[95],{"categories":3831},[95],{"categories":3833},[47],{"categories":3835},[47],{"categories":3837},[],{"categories":3839},[95,89],{"categories":3841},[],{"categories":3843},[47],{"categories":3845},[129],{"categories":3847},[47],{"categories":3849},[745],{"categories":3851},[95],{"categories":3853},[95],{"categories":3855},[95],{"categories":3857},[95],{"categories":3859},[309],{"categories":3861},[95],{"categories":3863},[47],{"categories":3865},[92],{"categories":3867},[47],{"categories":3869},[47],{"categories":3871},[],{"categories":3873},[47],{"categories":3875},[166],{"categories":3877},[129],{"categories":3879},[95],{"categories":3881},[],{"categories":3883},[],{"categories":3885},[47],{"categories":3887},[166],{"categories":3889},[95],{"categories":3891},[],{"categories":3893},[95],{"categories":3895},[],{"categories":3897},[192],{"categories":3899},[95],{"categories":3901},[],{"categories":3903},[],{"categories":3905},[129],{"categories":3907},[89],{"categories":3909},[95],{"categories":3911},[95],{"categories":3913},[92],{"categories":3915},[95],{"categories":3917},[95],{"categories":3919},[95],{"categories":3921},[92],{"categories":3923},[166],{"categories":3925},[],{"categories":3927},[95],{"categories":3929},[129],{"categories":3931},[],{"categories":3933},[95],{"categories":3935},[95],{"categories":3937},[166],{"categories":3939},[95],{"categories":3941},[192],{"categories":3943},[95],{"categories":3945},[223],{"categories":3947},[],{"categories":3949},[47],{"categories":3951},[192],{"categories":3953},[107],{"categories":3955},[],{"categories":3957},[95],{"categories":3959},[],{"categories":3961},[47],{"categories":3963},[166],{"categories":3965},[107],{"categories":3967},[],{"categories":3969},[2519],{"categories":3971},[92],{"categories":3973},[89],{"categories":3975},[169],{"categories":3977},[47],{"categories":3979},[166],{"categories":3981},[107],{"categories":3983},[],{"categories":3985},[],{"categories":3987},[95],{"categories":3989},[89],{"categories":3991},[95],{"categories":3993},[192],{"categories":3995},[],{"categories":3997},[47],{"categories":3999},[47],{"categories":4001},[47],{"categories":4003},[95],{"categories":4005},[129],{"categories":4007},[107],{"categories":4009},[95],{"categories":4011},[47],{"categories":4013},[100],{"categories":4015},[95],{"categories":4017},[47],{"categories":4019},[95],{"categories":4021},[100],{"categories":4023},[192],{"categories":4025},[129],{"categories":4027},[],{"categories":4029},[192],{"categories":4031},[],{"categories":4033},[107],{"categories":4035},[47],{"categories":4037},[],{"categories":4039},[95],{"categories":4041},[95],{"categories":4043},[95],{"categories":4045},[95],{"categories":4047},[47],{"categories":4049},[92],{"categories":4051},[89],{"categories":4053},[95],{"categories":4055},[166],{"categories":4057},[107],{"categories":4059},[107],{"categories":4061},[95],{"categories":4063},[169],{"categories":4065},[47],{"categories":4067},[95],{"categories":4069},[47],{"categories":4071},[95],{"categories":4073},[92],{"categories":4075},[166],{"categories":4077},[107],{"categories":4079},[47],{"categories":4081},[95],{"categories":4083},[100],{"categories":4085},[95],{"categories":4087},[47],{"categories":4089},[95],{"categories":4091},[129],{"categories":4093},[],{"categories":4095},[89],{"categories":4097},[95],{"categories":4099},[95],{"categories":4101},[95],{"categories":4103},[107],{"categories":4105},[95],{"categories":4107},[107],{"categories":4109},[95],{"categories":4111},[47],{"categories":4113},[95],{"categories":4115},[95],{"categories":4117},[95],{"categories":4119},[95],{"categories":4121},[],{"categories":4123},[95],{"categories":4125},[166],{"categories":4127},[92],{"categories":4129},[129],{"categories":4131},[47],{"categories":4133},[95],{"categories":4135},[95],{"categories":4137},[166],{"categories":4139},[47],{"categories":4141},[95],{"categories":4143},[192],{"categories":4145},[95],{"categories":4147},[169],{"categories":4149},[95],{"categories":4151},[95],{"categories":4153},[129],{"categories":4155},[95],{"categories":4157},[95],{"categories":4159},[47],{"categories":4161},[223],{"categories":4163},[95],{"categories":4165},[107],{"categories":4167},[47],{"categories":4169},[169],{"categories":4171},[],{"categories":4173},[47],{"categories":4175},[107],{"categories":4177},[95],{"categories":4179},[1862],{"categories":4181},[166],{"categories":4183},[250],{"categories":4185},[95],{"categories":4187},[89],{"categories":4189},[107],{"categories":4191},[92],{"categories":4193},[107],{"categories":4195},[95],{"categories":4197},[],{"categories":4199},[47],{"categories":4201},[47],{"categories":4203},[95],{"categories":4205},[95],{"categories":4207},[169],{"categories":4209},[],{"categories":4211},[129],{"categories":4213},[],{"categories":4215},[129],{"categories":4217},[95],{"categories":4219},[95],{"categories":4221},[47],{"categories":4223},[47],{"categories":4225},[47],{"categories":4227},[],{"categories":4229},[129],{"categories":4231},[95],{"categories":4233},[],{"categories":4235},[95],{"categories":4237},[95],{"categories":4239},[],{"categories":4241},[166],{"categories":4243},[107],{"categories":4245},[47],{"categories":4247},[95],{"categories":4249},[95],{"categories":4251},[192],{"categories":4253},[95],{"categories":4255},[95],{"categories":4257},[89],{"categories":4259},[],{"categories":4261},[95],{"categories":4263},[95],{"categories":4265},[],{"categories":4267},[89],{"categories":4269},[129],{"categories":4271},[107],{"categories":4273},[372],{"categories":4275},[95],{"categories":4277},[95],{"categories":4279},[95],{"categories":4281},[107],{"categories":4283},[129],{"categories":4285},[166],{"categories":4287},[95],{"categories":4289},[95],{"categories":4291},[95],{"categories":4293},[129],{"categories":4295},[166],{"categories":4297},[95],{"categories":4299},[129],{"categories":4301},[166],{"categories":4303},[95],{"categories":4305},[129],{"categories":4307},[47],{"categories":4309},[47],{"categories":4311},[47],{"categories":4313},[107],{"categories":4315},[129],{"categories":4317},[47],{"categories":4319},[47],{"categories":4321},[95],{"categories":4323},[107],{"categories":4325},[166],{"categories":4327},[95],{"categories":4329},[],{"categories":4331},[47],{"categories":4333},[],{"categories":4335},[],{"categories":4337},[],{"categories":4339},[47],{"categories":4341},[92],{"categories":4343},[47],{"categories":4345},[4346],"Liability & Ethics",{"categories":4348},[95],{"categories":4350},[47],{"categories":4352},[89],{"categories":4354},[47],{"categories":4356},[92],{"categories":4358},[192],{"categories":4360},[47],{"categories":4362},[],{"categories":4364},[457],{"categories":4366},[47],{"categories":4368},[],{"categories":4370},[89],{"categories":4372},[47],{"categories":4374},[],{"categories":4376},[47],{"categories":4378},[95],{"categories":4380},[95],{"categories":4382},[129],{"categories":4384},[95],{"categories":4386},[95],{"categories":4388},[47],{"categories":4390},[95],{"categories":4392},[95],{"categories":4394},[129],{"categories":4396},[47],{"categories":4398},[107],{"categories":4400},[166],{"categories":4402},[89],{"categories":4404},[95],{"categories":4406},[],{"categories":4408},[47],{"categories":4410},[47],{"categories":4412},[372],{"categories":4414},[166],{"categories":4416},[223],{"categories":4418},[129],{"categories":4420},[95],{"categories":4422},[166],{"categories":4424},[95],{"categories":4426},[89],{"categories":4428},[],{"categories":4430},[47],{"categories":4432},[95],{"categories":4434},[95],{"categories":4436},[47],{"categories":4438},[95],{"categories":4440},[166],{"categories":4442},[],{"categories":4444},[47],{"categories":4446},[100],{"categories":4448},[129],{"categories":4450},[47],{"categories":4452},[92],{"categories":4454},[],{"categories":4456},[95],{"categories":4458},[100],{"categories":4460},[95],{"categories":4462},[47],{"categories":4464},[129],{"categories":4466},[89],{"categories":4468},[223],{"categories":4470},[95],{"categories":4472},[95],{"categories":4474},[95],{"categories":4476},[129],{"categories":4478},[92],{"categories":4480},[95],{"categories":4482},[166],{"categories":4484},[129],{"categories":4486},[223],{"categories":4488},[95],{"categories":4490},[47],{"categories":4492},[],{"categories":4494},[421],{"categories":4496},[],{"categories":4498},[95],{"categories":4500},[223],{"categories":4502},[169],{"categories":4504},[47],{"categories":4506},[47],{"categories":4508},[4509],"Design News & Tools",{"categories":4511},[95],{"categories":4513},[129],{"categories":4515},[95],{"categories":4517},[89],{"categories":4519},[95],{"categories":4521},[166],{"categories":4523},[47],{"categories":4525},[47],{"categories":4527},[95],{"categories":4529},[372],{"categories":4531},[95],{"categories":4533},[372],{"categories":4535},[192],{"categories":4537},[95],{"categories":4539},[47],{"categories":4541},[],{"categories":4543},[95],{"categories":4545},[95],{"categories":4547},[95],{"categories":4549},[129],{"categories":4551},[89],{"categories":4553},[],{"categories":4555},[95],{"categories":4557},[95],{"categories":4559},[107],{"categories":4561},[476],{"categories":4563},[107],{"categories":4565},[166],{"categories":4567},[95],{"categories":4569},[95,47],{"categories":4571},[192,92],{"categories":4573},[95],{"categories":4575},[95],{"categories":4577},[95],{"categories":4579},[],{"categories":4581},[47],{"categories":4583},[],{"categories":4585},[107],{"categories":4587},[95],{"categories":4589},[107],{"categories":4591},[],{"categories":4593},[47],{"categories":4595},[95],{"categories":4597},[129],{"categories":4599},[95],{"categories":4601},[],{"categories":4603},[47],{"categories":4605},[95],{"categories":4607},[],{"categories":4609},[166],{"categories":4611},[95],{"categories":4613},[47],{"categories":4615},[95],{"categories":4617},[95],{"categories":4619},[89],{"categories":4621},[47],{"categories":4623},[95],{"categories":4625},[],{"categories":4627},[223],{"categories":4629},[192],{"categories":4631},[92],{"categories":4633},[92],{"categories":4635},[95],{"categories":4637},[89],{"categories":4639},[89],{"categories":4641},[95],{"categories":4643},[47],{"categories":4645},[95],{"categories":4647},[95],{"categories":4649},[95],{"categories":4651},[107],{"categories":4653},[95],{"categories":4655},[89],{"categories":4657},[47],{"categories":4659},[95],{"categories":4661},[192],{"categories":4663},[95],{"categories":4665},[129],{"categories":4667},[95],{"categories":4669},[95],{"categories":4671},[47],{"categories":4673},[95],{"categories":4675},[],{"categories":4677},[107],{"categories":4679},[],{"categories":4681},[107],{"categories":4683},[47],{"categories":4685},[89],{"categories":4687},[],{"categories":4689},[169],{"categories":4691},[223],{"categories":4693},[95],{"categories":4695},[107],{"categories":4697},[95],{"categories":4699},[],{"categories":4701},[129],{"categories":4703},[47],{"categories":4705},[107],{"categories":4707},[166],{"categories":4709},[95],{"categories":4711},[47],{"categories":4713},[107],{"categories":4715},[47],{"categories":4717},[129],{"categories":4719},[95],{"categories":4721},[89],{"categories":4723},[129],{"categories":4725},[107],{"categories":4727},[95],{"categories":4729},[166],{"categories":4731},[92],{"categories":4733},[95],{"categories":4735},[95],{"categories":4737},[95],{"categories":4739},[95],{"categories":4741},[95],{"categories":4743},[47],{"categories":4745},[95],{"categories":4747},[47],{"categories":4749},[95],{"categories":4751},[95],{"categories":4753},[89],{"categories":4755},[95],{"categories":4757},[47],{"categories":4759},[47],{"categories":4761},[166],{"categories":4763},[47],{"categories":4765},[47],{"categories":4767},[89],{"categories":4769},[47],{"categories":4771},[166],{"categories":4773},[],{"categories":4775},[95],{"categories":4777},[169],{"categories":4779},[372],{"categories":4781},[95],{"categories":4783},[95],{"categories":4785},[95],{"categories":4787},[107],{"categories":4789},[],{"categories":4791},[47],{"categories":4793},[192],{"categories":4795},[95],{"categories":4797},[129],{"categories":4799},[47],{"categories":4801},[95],{"categories":4803},[192],{"categories":4805},[47],{"categories":4807},[92],{"categories":4809},[92],{"categories":4811},[95],{"categories":4813},[95],{"categories":4815},[95],{"categories":4817},[89],{"categories":4819},[],{"categories":4821},[95],{"categories":4823},[47],{"categories":4825},[47],{"categories":4827},[95],{"categories":4829},[95],{"categories":4831},[95],{"categories":4833},[107],{"categories":4835},[],{"categories":4837},[89],{"categories":4839},[95],{"categories":4841},[95],{"categories":4843},[47],{"categories":4845},[47],{"categories":4847},[],{"categories":4849},[107],{"categories":4851},[107],{"categories":4853},[95],{"categories":4855},[192],{"categories":4857},[92],{"categories":4859},[166],{"categories":4861},[],{"categories":4863},[95],{"categories":4865},[47],{"categories":4867},[89],{"categories":4869},[95],{"categories":4871},[107],{"categories":4873},[89],{"categories":4875},[129],{"categories":4877},[169],{"categories":4879},[129],{"categories":4881},[47],{"categories":4883},[],{"categories":4885},[129],{"categories":4887},[47],{"categories":4889},[166],{"categories":4891},[169],{"categories":4893},[95],{"categories":4895},[],{"categories":4897},[47],{"categories":4899},[2519],{"categories":4901},[129],{"categories":4903},[107],{"categories":4905},[95],{"categories":4907},[95],{"categories":4909},[92],{"categories":4911},[95],{"categories":4913},[89],{"categories":4915},[1440],{"categories":4917},[223],{"categories":4919},[89],{"categories":4921},[],{"categories":4923},[],{"categories":4925},[129],{"categories":4927},[47],{"categories":4929},[129],{"categories":4931},[],{"categories":4933},[47],{"categories":4935},[47],{"categories":4937},[47],{"categories":4939},[],{"categories":4941},[95],{"categories":4943},[],{"categories":4945},[129],{"categories":4947},[89],{"categories":4949},[166],{"categories":4951},[95],{"categories":4953},[47],{"categories":4955},[129],{"categories":4957},[95],{"categories":4959},[129],{"categories":4961},[],{"categories":4963},[129],{"categories":4965},[89],{"categories":4967},[372],{"categories":4969},[47],{"categories":4971},[95],{"categories":4973},[],{"categories":4975},[107],{"categories":4977},[47],{"categories":4979},[100],{"categories":4981},[47],{"categories":4983},[89],{"categories":4985},[],{"categories":4987},[],{"categories":4989},[],{"categories":4991},[166],{"categories":4993},[47],{"categories":4995},[95],{"categories":4997},[95],{"categories":4999},[],{"categories":5001},[],{"categories":5003},[],{"categories":5005},[166],{"categories":5007},[95],{"categories":5009},[],{"categories":5011},[47],{"categories":5013},[95],{"categories":5015},[89],{"categories":5017},[],{"categories":5019},[],{"categories":5021},[166],{"categories":5023},[95],{"categories":5025},[129],{"categories":5027},[],{"categories":5029},[192],{"categories":5031},[129],{"categories":5033},[192],{"categories":5035},[169],{"categories":5037},[95],{"categories":5039},[95],{"categories":5041},[],{"categories":5043},[],{"categories":5045},[47],{"categories":5047},[],{"categories":5049},[95],{"categories":5051},[372],{"categories":5053},[95],{"categories":5055},[95],{"categories":5057},[95],{"categories":5059},[],{"categories":5061},[47],{"categories":5063},[95],{"categories":5065},[95],{"categories":5067},[],{"categories":5069},[47],{"categories":5071},[95],{"categories":5073},[129],{"categories":5075},[95],{"categories":5077},[192],{"categories":5079},[92],{"categories":5081},[95],{"categories":5083},[95],{"categories":5085},[47],{"categories":5087},[169],{"categories":5089},[47],{"categories":5091},[47],{"categories":5093},[],{"categories":5095},[],{"categories":5097},[95],{"categories":5099},[],{"categories":5101},[129],{"categories":5103},[92],{"categories":5105},[],{"categories":5107},[],{"categories":5109},[166],{"categories":5111},[89],{"categories":5113},[],{"categories":5115},[92],{"categories":5117},[192],{"categories":5119},[95],{"categories":5121},[107],{"categories":5123},[89],{"categories":5125},[169],{"categories":5127},[92],{"categories":5129},[107],{"categories":5131},[107],{"categories":5133},[],{"categories":5135},[95],{"categories":5137},[],{"categories":5139},[47],{"categories":5141},[89],{"categories":5143},[166],{"categories":5145},[95],{"categories":5147},[89],{"categories":5149},[47],{"categories":5151},[223],{"categories":5153},[95],{"categories":5155},[95],{"categories":5157},[95],{"categories":5159},[89],{"categories":5161},[169],{"categories":5163},[47],{"categories":5165},[],{"categories":5167},[95],{"categories":5169},[107],{"categories":5171},[129],{"categories":5173},[107],{"categories":5175},[95],{"categories":5177},[100],{"categories":5179},[],{"categories":5181},[166],{"categories":5183},[129],{"categories":5185},[89],{"categories":5187},[47],{"categories":5189},[95],{"categories":5191},[95],{"categories":5193},[47],{"categories":5195},[95],{"categories":5197},[95],{"categories":5199},[92],{"categories":5201},[47],{"categories":5203},[47,223],{"categories":5205},[47],{"categories":5207},[107],{"categories":5209},[95],{"categories":5211},[95],{"categories":5213},[169],{"categories":5215},[47],{"categories":5217},[192],{"categories":5219},[47],{"categories":5221},[92],{"categories":5223},[],{"categories":5225},[47],{"categories":5227},[95],{"categories":5229},[92],{"categories":5231},[],{"categories":5233},[],{"categories":5235},[107],{"categories":5237},[95],{"categories":5239},[95],{"categories":5241},[47],{"categories":5243},[169],{"categories":5245},[192],{"categories":5247},[95],{"categories":5249},[95],{"categories":5251},[47],{"categories":5253},[],{"categories":5255},[47],{"categories":5257},[129],{"categories":5259},[47],{"categories":5261},[],{"categories":5263},[129],{"categories":5265},[107],{"categories":5267},[2519],{"categories":5269},[89],{"categories":5271},[107],{"categories":5273},[95],{"categories":5275},[47],{"categories":5277},[95],{"categories":5279},[95],{"categories":5281},[192],{"categories":5283},[107],{"categories":5285},[],{"categories":5287},[129],{"categories":5289},[95],{"categories":5291},[],{"categories":5293},[47],{"categories":5295},[95],{"categories":5297},[95],{"categories":5299},[95],{"categories":5301},[47],{"categories":5303},[95],{"categories":5305},[95],{"categories":5307},[100],{"categories":5309},[47],{"categories":5311},[95],{"categories":5313},[95],{"categories":5315},[95],{"categories":5317},[95],{"categories":5319},[95],{"categories":5321},[95],{"categories":5323},[92],{"categories":5325},[],{"categories":5327},[100],{"categories":5329},[129],{"categories":5331},[47],{"categories":5333},[95],{"categories":5335},[107],{"categories":5337},[],{"categories":5339},[107],{"categories":5341},[107],{"categories":5343},[47],{"categories":5345},[107],{"categories":5347},[95],{"categories":5349},[95],{"categories":5351},[107],{"categories":5353},[95],{"categories":5355},[47],{"categories":5357},[129],{"categories":5359},[95],{"categories":5361},[95],{"categories":5363},[95],{"categories":5365},[92],{"categories":5367},[95],{"categories":5369},[47],{"categories":5371},[166],{"categories":5373},[],{"categories":5375},[95],{"categories":5377},[169],{"categories":5379},[47],{"categories":5381},[95],{"categories":5383},[],{"categories":5385},[95],{"categories":5387},[95],{"categories":5389},[129],{"categories":5391},[95],{"categories":5393},[95],{"categories":5395},[47],{"categories":5397},[192],{"categories":5399},[],{"categories":5401},[],{"categories":5403},[107],{"categories":5405},[129],{"categories":5407},[107],{"categories":5409},[129],{"categories":5411},[95],{"categories":5413},[192],{"categories":5415},[95],{"categories":5417},[89],{"categories":5419},[47],{"categories":5421},[95],{"categories":5423},[47],{"categories":5425},[47],{"categories":5427},[95],{"categories":5429},[92],{"categories":5431},[],{"categories":5433},[169],{"categories":5435},[95],{"categories":5437},[],{"categories":5439},[129],{"categories":5441},[95],{"categories":5443},[169],{"categories":5445},[95],{"categories":5447},[107],{"categories":5449},[107],{"categories":5451},[107],{"categories":5453},[47],{"categories":5455},[47],{"categories":5457},[47],{"categories":5459},[95],{"categories":5461},[95],{"categories":5463},[166],{"categories":5465},[169],{"categories":5467},[169],{"categories":5469},[],{"categories":5471},[129],{"categories":5473},[95],{"categories":5475},[95],{"categories":5477},[107],{"categories":5479},[],{"categories":5481},[129],{"categories":5483},[129],{"categories":5485},[129],{"categories":5487},[],{"categories":5489},[47],{"categories":5491},[95],{"categories":5493},[],{"categories":5495},[89],{"categories":5497},[92],{"categories":5499},[],{"categories":5501},[95],{"categories":5503},[95],{"categories":5505},[],{"categories":5507},[107],{"categories":5509},[],{"categories":5511},[],{"categories":5513},[],{"categories":5515},[],{"categories":5517},[95],{"categories":5519},[129],{"categories":5521},[],{"categories":5523},[],{"categories":5525},[95],{"categories":5527},[95],{"categories":5529},[95],{"categories":5531},[169],{"categories":5533},[95],{"categories":5535},[169],{"categories":5537},[],{"categories":5539},[169],{"categories":5541},[169],{"categories":5543},[223],{"categories":5545},[47],{"categories":5547},[107],{"categories":5549},[],{"categories":5551},[],{"categories":5553},[169],{"categories":5555},[107],{"categories":5557},[107],{"categories":5559},[107],{"categories":5561},[],{"categories":5563},[89],{"categories":5565},[107],{"categories":5567},[107],{"categories":5569},[89],{"categories":5571},[107],{"categories":5573},[92],{"categories":5575},[107],{"categories":5577},[107],{"categories":5579},[107],{"categories":5581},[169],{"categories":5583},[129],{"categories":5585},[129],{"categories":5587},[95],{"categories":5589},[107],{"categories":5591},[169],{"categories":5593},[223],{"categories":5595},[169],{"categories":5597},[169],{"categories":5599},[169],{"categories":5601},[],{"categories":5603},[92],{"categories":5605},[],{"categories":5607},[223],{"categories":5609},[107],{"categories":5611},[107],{"categories":5613},[107],{"categories":5615},[47],{"categories":5617},[129,92],{"categories":5619},[169],{"categories":5621},[],{"categories":5623},[],{"categories":5625},[169],{"categories":5627},[],{"categories":5629},[169],{"categories":5631},[129],{"categories":5633},[47],{"categories":5635},[],{"categories":5637},[107],{"categories":5639},[95],{"categories":5641},[166],{"categories":5643},[],{"categories":5645},[95],{"categories":5647},[],{"categories":5649},[129],{"categories":5651},[89],{"categories":5653},[169],{"categories":5655},[],{"categories":5657},[107],{"categories":5659},[129],[5661,5733,5816,5944],{"id":5662,"title":5663,"ai":5664,"body":5670,"categories":5693,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":5694,"navigation":65,"path":5719,"published_at":5720,"question":48,"scraped_at":5721,"seo":5722,"sitemap":5723,"source_id":5724,"source_name":5725,"source_type":5726,"source_url":5727,"stem":5728,"tags":5729,"thumbnail_url":48,"tldr":5730,"tweet":48,"unknown_tags":5731,"__hash__":5732},"summaries\u002Fsummaries\u002Fc449c2de9818978f-claude-code-s-ci-auto-fix-closes-pr-review-loop-at-summary.md","Claude Code's CI Auto-Fix Closes PR Review Loop at $25 Each",{"provider":7,"model":5665,"input_tokens":5666,"output_tokens":5667,"processing_time_ms":5668,"cost_usd":5669},"x-ai\u002Fgrok-4.1-fast",3988,1844,52262,0.00169695,{"type":14,"value":5671,"toc":5689},[5672,5676,5679,5682,5686],[17,5673,5675],{"id":5674},"ci-auto-fix-turns-reviews-into-patches","CI Auto-Fix Turns Reviews into Patches",[22,5677,5678],{},"Anthropic's Claude Code Review, previously limited to commenting on PR issues, now deploys CI auto-fix to directly edit code. Agents first verify findings to cut false positives, rank them by severity, and post inline comments—then automatically apply patches in the cloud while PRs remain open. This closed-loop process handles continuous monitoring post-PR opening, freeing developers from manual fixes. Result: PRs ship faster without human intervention on routine issues, justifying the unchanged $15-25 per PR cost through direct productivity gains.",[22,5680,5681],{},"Trade-offs include reliance on agent accuracy (despite verification) and fixed pricing that scales with PR volume—high for frequent small changes but viable for teams prioritizing speed over cost per edit.",[17,5683,5685],{"id":5684},"backlash-to-buy-in-at-code-w-claude-2026","Backlash to Buy-In at Code w\u002F Claude 2026",[22,5687,5688],{},"Launched two months prior, Code Review drew outrage on Reddit, Hacker News, and r\u002FAnthropic over its $15-25\u002FPR tag, seen as overpriced for read-only feedback. At the May 6, 2026, Code w\u002F Claude conference in San Francisco, Anthropic responded not with cuts but enhancement: auto-fix makes the tool output actionable code changes. Keynote demos (per Simon Willison and InfoQ coverage) showed seamless integration, shifting perception from expensive critic to autonomous contributor. For small teams or indie builders, this means one agent swarm replaces junior reviewer hours, but test on non-critical repos first to validate fix quality.",{"title":40,"searchDepth":41,"depth":41,"links":5690},[5691,5692],{"id":5674,"depth":41,"text":5675},{"id":5684,"depth":41,"text":5685},[89],{"content_references":5695,"triage":5715},[5696,5701,5705,5708,5712],{"type":5697,"title":5698,"url":5699,"context":5700},"other","Anthropic wants $25 per pull request devs are losing their minds over Claude Code Review","https:\u002F\u002Fmedium.com\u002Fgitconnected\u002Fanthropic-wants-25-per-pull-request-devs-are-losing-their-minds-over-claude-code-review-55dbbaca4996","cited",{"type":5697,"title":5702,"author":5703,"url":5704,"context":5700},"Code w\u002F Claude 2026 live blog","Simon Willison","https:\u002F\u002Fsimonwillison.net\u002F2026\u002FMay\u002F6\u002Fcode-w-claude-2026\u002F",{"type":5697,"title":5706,"url":5707,"context":5700},"Anthropic Claude Code Auto Mode","https:\u002F\u002Fwww.infoq.com\u002Fnews\u002F2026\u002F05\u002Fanthropic-claude-code-auto-mode\u002F",{"type":5709,"title":5710,"context":5711},"event","Code w\u002F Claude 2026","mentioned",{"type":5697,"title":5713,"url":5714,"context":5711},"Code Review","https:\u002F\u002Fclaude.com\u002Fblog\u002Fcode-review",{"relevance":62,"novelty":5716,"quality":62,"actionability":62,"composite":5717,"reasoning":5718},3,3.8,"Category: AI Automation. The article discusses a new feature in Anthropic's Code Review that automates code fixes in pull requests, addressing a specific pain point for developers who want to streamline their CI processes. It provides insights into the tool's functionality and trade-offs, making it actionable for teams looking to improve their code review efficiency.","\u002Fsummaries\u002Fc449c2de9818978f-claude-code-s-ci-auto-fix-closes-pr-review-loop-at-summary","2026-05-11 14:28:42","2026-05-11 15:04:05",{"title":5663,"description":40},{"loc":5719},"c449c2de9818978f","Level Up Coding","article","https:\u002F\u002Flevelup.gitconnected.com\u002Fanthropic-code-review-auto-fix-pr-911571780aa3?source=rss----5517fd7b58a6---4","summaries\u002Fc449c2de9818978f-claude-code-s-ci-auto-fix-closes-pr-review-loop-at-summary",[77,78,79],"Anthropic's Code Review now auto-patches code issues in open PRs via CI, eliminating manual fixes after agent-verified findings ranked by severity—upgrading the $15-25\u002FPR tool amid past backlash.",[],"nMaWKosRvis90Rh0naJI_m9Vletxg58TNUI-HBEj0XI",{"id":5734,"title":5735,"ai":5736,"body":5741,"categories":5789,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":5790,"navigation":65,"path":5802,"published_at":5803,"question":48,"scraped_at":5804,"seo":5805,"sitemap":5806,"source_id":5807,"source_name":5808,"source_type":5726,"source_url":5809,"stem":5810,"tags":5811,"thumbnail_url":48,"tldr":5812,"tweet":5813,"unknown_tags":5814,"__hash__":5815},"summaries\u002Fsummaries\u002Fd312b58b29d5c32f-vs-code-april-2026-agents-window-and-copilot-cli-u-summary.md","VS Code April 2026: Agents Window and Copilot CLI Upgrades",{"provider":7,"model":5665,"input_tokens":5737,"output_tokens":5738,"processing_time_ms":5739,"cost_usd":5740},4553,1634,34357,0.00170495,{"type":14,"value":5742,"toc":5783},[5743,5747,5757,5761,5764,5768,5771,5775],[17,5744,5746],{"id":5745},"streamline-agent-first-workflows-with-agents-window","Streamline Agent-First Workflows with Agents Window",[22,5748,5749,5750,5756],{},"The new Agents Window (preview, ships with VS Code Insiders) creates a dedicated environment for agent development. Open it via the icon. It organizes sessions list (past\u002Fcurrent tasks by project with stats) on upper left, customization controls (edit skills, instructions, hooks, MCP servers, plugins) on bottom left, main agent chat (prompts, progress, results, task continuation) in center, and changes view (edited files, diffs, merge updates) on right. Use it to manage agent tasks without cluttering the main editor; docs at ",[5751,5752,5753],"a",{"href":5753,"rel":5754},"https:\u002F\u002Faka.ms\u002Fagent-window",[5755],"nofollow",".",[17,5758,5760],{"id":5759},"analyze-and-fix-chat-customizations-automatically","Analyze and Fix Chat Customizations Automatically",[22,5762,5763],{},"Install the Chat Customizations Evaluations extension to evaluate prompt files, custom agents, instructions. Click Analyze button in customization files (e.g., prompt file) for assessments and optimization suggestions. Yellow squiggly lines highlight issues like high cognitive load; hover for explanations, apply quick fixes to adjust phrasing. This reduces manual trial-and-error, improving custom chat performance directly in VS Code.",[17,5765,5767],{"id":5766},"balance-speed-and-quality-in-copilot-cli","Balance Speed and Quality in Copilot CLI",[22,5769,5770],{},"Configure thinking effort in Copilot CLI to control model reasoning per request, trading latency for response quality based on task needs. Remote control lets you monitor progress, approve, steer sessions from GitHub.com or mobile app while the CLI runs on the original machine. This enables hands-off long-running tasks without being tied to one device.",[17,5772,5774],{"id":5773},"build-agent-skills-via-vs-code-learn-courses","Build Agent Skills via VS Code Learn Courses",[22,5776,5777,5778,5782],{},"New docs section at ",[5751,5779,5780],{"href":5780,"rel":5781},"https:\u002F\u002Faka.ms\u002FVSCode\u002FLearn",[5755]," offers video courses: Agent Foundations (intro to agent-first dev, build your first agent, review\u002Fcontrol changes); Customization (UI for instructions, skills, custom agents, hooks). Use these to ramp up on agents quickly; more content planned.",{"title":40,"searchDepth":41,"depth":41,"links":5784},[5785,5786,5787,5788],{"id":5745,"depth":41,"text":5746},{"id":5759,"depth":41,"text":5760},{"id":5766,"depth":41,"text":5767},{"id":5773,"depth":41,"text":5774},[89],{"content_references":5791,"triage":5799},[5792,5795,5797],{"type":5697,"title":5793,"url":5794,"context":57},"VS Code Release Notes","https:\u002F\u002Faka.ms\u002Fvscode\u002Frelease",{"type":5697,"title":5796,"url":5753,"context":57},"Agent Window Docs",{"type":5697,"title":5798,"url":5780,"context":57},"VS Code Learn",{"relevance":61,"novelty":5716,"quality":62,"actionability":62,"composite":5800,"reasoning":5801},4.15,"Category: AI & LLMs. The article provides detailed insights into new features in VS Code that enhance agent workflows, which is highly relevant for developers building AI-powered products. It includes actionable steps for using the Agents Window and Copilot CLI, making it practical for the audience.","\u002Fsummaries\u002Fd312b58b29d5c32f-vs-code-april-2026-agents-window-and-copilot-cli-u-summary","2026-05-07 17:28:41","2026-05-08 11:12:06",{"title":5735,"description":40},{"loc":5802},"954508abf26f2fb8","Visual Studio Code","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=JiMap1t4okA","summaries\u002Fd312b58b29d5c32f-vs-code-april-2026-agents-window-and-copilot-cli-u-summary",[77,79,78],"April 2026 VS Code releases add Agents Window for agent workflows, a chat customizations evaluator extension, configurable thinking effort and remote control in Copilot CLI, plus new agent learning courses.","Quick 3-minute official demo of five VS Code April 2026 updates: Agents Window preview for agent workflows, a chat customizations eval extension, Copilot CLI thinking effort and remote control options, plus new Learn docs section. Directs to full release notes for the rest.",[],"L2lHEd98kmd4uAAi621zuoSyamDLREfgk6QP7R7OuGg",{"id":5817,"title":5818,"ai":5819,"body":5824,"categories":5915,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":5916,"navigation":65,"path":5928,"published_at":5929,"question":48,"scraped_at":5930,"seo":5931,"sitemap":5932,"source_id":5933,"source_name":5934,"source_type":73,"source_url":5935,"stem":5936,"tags":5937,"thumbnail_url":5939,"tldr":5940,"tweet":5941,"unknown_tags":5942,"__hash__":5943},"summaries\u002Fsummaries\u002Fd931d8dfad8a2783-building-custom-internal-tools-with-ai-summary.md","Building Custom Internal Tools with AI",{"provider":7,"model":8,"input_tokens":5820,"output_tokens":5821,"processing_time_ms":5822,"cost_usd":5823},8853,830,5177,0.00345825,{"type":14,"value":5825,"toc":5909},[5826,5830,5833,5837,5840,5874,5878,5881,5902,5906],[17,5827,5829],{"id":5828},"the-philosophy-of-custom-tooling","The Philosophy of Custom Tooling",[22,5831,5832],{},"Most business software is bloated because it targets 50,000 customers at once. By building your own internal tools, you eliminate unnecessary features and focus on the specific workflows that drive your business. The goal is not to become a software engineer, but to become a \"builder\" who can translate business needs into technical requirements that AI agents can execute.",[17,5834,5836],{"id":5835},"the-shaping-process-from-idea-to-prd","The Shaping Process: From Idea to PRD",[22,5838,5839],{},"Success in AI-assisted development depends on the quality of the upfront planning. The process follows a structured \"shaping\" phase:",[5841,5842,5843,5851,5862,5868],"ol",{},[5844,5845,5846,5850],"li",{},[5847,5848,5849],"strong",{},"High-Level Definition",": Start with a simple prompt describing the core features. Avoid technical jargon; focus on the user experience and business outcomes.",[5844,5852,5853,5856,5857,5861],{},[5847,5854,5855],{},"In-Scope vs. Out-of-Scope",": Explicitly list what you are ",[5858,5859,5860],"em",{},"not"," building. This prevents the AI from hallucinating \"feature creep\" and keeps the codebase lean.",[5844,5863,5864,5867],{},[5847,5865,5866],{},"Internal vs. External Logic",": When building for yourself, hardcode specific business rules (like custom pipeline stages) rather than building complex, flexible UI interfaces. This saves significant development time.",[5844,5869,5870,5873],{},[5847,5871,5872],{},"Data Modeling",": Define the core entities (e.g., Contacts, Deals, Tasks) early to establish the foundation of the application.",[17,5875,5877],{"id":5876},"execution-the-layered-build-approach","Execution: The Layered Build Approach",[22,5879,5880],{},"Once the Product Requirements Document (PRD) is established, break the project into balanced, buildable milestones. This creates a natural dependency order (e.g., you cannot build a Kanban pipeline before you have contacts and deals).",[5882,5883,5884,5890,5896],"ul",{},[5844,5885,5886,5889],{},[5847,5887,5888],{},"Plan Mode",": Before writing code, use the AI to generate a technical implementation plan. If the AI asks a question you don't understand, ask: \"What are the trade-offs?\" This allows non-technical builders to make informed architectural decisions.",[5844,5891,5892,5895],{},[5847,5893,5894],{},"Execution Mode",": Once the plan is locked, the agent writes the code. Use this time to multitask or step away, treating the AI as a developer who reports back with a \"milestone log.\"",[5844,5897,5898,5901],{},[5847,5899,5900],{},"The Baton Pass",": Have the AI write a summary log at the end of each milestone. This ensures that when you clear the context window for the next milestone, the new agent has a record of previous technical decisions and implementation details.",[17,5903,5905],{"id":5904},"quality-control-and-verification","Quality Control and Verification",[22,5907,5908],{},"Building with AI requires a \"boss\" mentality. You are the product manager. After each milestone, review the output against the PRD. Use the human-readable summary at the top of the milestone log to know exactly what to test in the browser. If the output deviates from your needs, use the existing PRD as the source of truth to course-correct the AI.",{"title":40,"searchDepth":41,"depth":41,"links":5910},[5911,5912,5913,5914],{"id":5828,"depth":41,"text":5829},{"id":5835,"depth":41,"text":5836},{"id":5876,"depth":41,"text":5877},{"id":5904,"depth":41,"text":5905},[47],{"content_references":5917,"triage":5926},[5918,5921,5924],{"type":54,"title":5919,"url":5920,"context":57},"Claude Code","https:\u002F\u002Fclaude.ai",{"type":54,"title":5922,"url":5923,"context":57},"Build New","https:\u002F\u002Fbuildermethods.com\u002Ftools",{"type":54,"title":5925,"url":5923,"context":57},"PRD Creator",{"relevance":61,"novelty":62,"quality":62,"actionability":61,"composite":63,"reasoning":5927},"Category: AI Automation. The article provides a structured approach to building custom internal tools using AI, addressing the pain point of bloated SaaS solutions. It outlines actionable steps like defining core features and creating a Product Requirements Document (PRD), making it highly relevant and practical for the target audience.","\u002Fsummaries\u002Fd931d8dfad8a2783-building-custom-internal-tools-with-ai-summary","2026-06-22 12:00:30","2026-06-22 12:56:21",{"title":5818,"description":40},{"loc":5928},"d931d8dfad8a2783","Brian Casel","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=s1iwU5OlIOE","summaries\u002Fd931d8dfad8a2783-building-custom-internal-tools-with-ai-summary",[77,78,79,5938],"product-strategy","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002Fs1iwU5OlIOE\u002Fhqdefault.jpg","Stop overpaying for bloated SaaS. Use a structured, AI-assisted workflow to build lean, custom internal tools that do exactly what you need and nothing more.","This video demonstrates a structured workflow for building a custom internal CRM using [Claude Code](https:\u002F\u002Fyoutu.be\u002F0hdFJA-ho3c) and a set of pre-defined project templates. The creator emphasizes \"shaping\" the application by explicitly defining scope and data models before generating code, focusing on hard-coding specific business logic rather than building complex, flexible interfaces.\n\n- [Builder Methods Pro](https:\u002F\u002Fbuildermethods.com\u002Fpro) — Community and training for building AI-powered apps.\n- [Free Workshop](https:\u002F\u002Fbuildermethods.com\u002Fworkshop) — Training on the creator's app-building methodology.\n- [Free tools for builders](https:\u002F\u002Fbuildermethods.com\u002Ftools) — A collection of PRD templates, design systems, and app starters.",[],"Hm0YmhUNUH2UvpNOsPLw1vxO6G15IHSl4-oktM8x2D4",{"id":5945,"title":5946,"ai":5947,"body":5952,"categories":6038,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":6039,"navigation":65,"path":6053,"published_at":6054,"question":48,"scraped_at":6055,"seo":6056,"sitemap":6057,"source_id":6058,"source_name":6059,"source_type":73,"source_url":6060,"stem":6061,"tags":6062,"thumbnail_url":6064,"tldr":6065,"tweet":6066,"unknown_tags":6067,"__hash__":6068},"summaries\u002Fsummaries\u002F11ff64b745189442-building-apple-style-websites-with-claude-code-and-summary.md","Building Apple-Style Websites with Claude Code and AI Video",{"provider":7,"model":8,"input_tokens":5948,"output_tokens":5949,"processing_time_ms":5950,"cost_usd":5951},8424,732,4132,0.003204,{"type":14,"value":5953,"toc":6033},[5954,5958,5972,5976,5983,5986,6006,6010,6013],[17,5955,5957],{"id":5956},"the-ai-powered-design-workflow","The AI-Powered Design Workflow",[22,5959,5960,5961,5964,5965,5967,5968,5971],{},"Building Apple-style landing pages—characterized by high-fidelity product visuals and smooth scroll-triggered animations—is achievable by integrating AI image and video generation with local development environments. The core of this workflow involves using ",[5847,5962,5963],{},"Claude Design"," for rapid structural prototyping, ",[5847,5966,5919],{}," for local implementation and refinement, and ",[5847,5969,5970],{},"Higgsfield AI"," (utilizing Google’s Nano Banana model) for visual asset generation.",[17,5973,5975],{"id":5974},"from-video-to-interactive-frames","From Video to Interactive Frames",[22,5977,5978,5979,5982],{},"One of the primary challenges in web animation is the lack of granular control over standard MP4 files. To solve this, the author uses ",[5847,5980,5981],{},"FFmpeg"," to decompose video files into individual image frames. This allows developers to map specific scroll positions or hover states to precise frames, creating a seamless, high-end interaction that feels native to the browser.",[22,5984,5985],{},"Key steps in this process include:",[5882,5987,5988,5994,6000],{},[5844,5989,5990,5993],{},[5847,5991,5992],{},"Asset Generation:"," Using AI to generate a starting frame and an ending frame, then using a video model (like Kling 3.0) to interpolate the transition.",[5844,5995,5996,5999],{},[5847,5997,5998],{},"Frame Extraction:"," Running FFmpeg via Claude Code to break the resulting video into a sequence of PNGs.",[5844,6001,6002,6005],{},[5847,6003,6004],{},"State Mapping:"," Prompting the LLM to trigger specific frames based on user interactions (e.g., hover-to-expand or scroll-to-animate).",[17,6007,6009],{"id":6008},"iterative-refinement-and-deployment","Iterative Refinement and Deployment",[22,6011,6012],{},"Because AI outputs are rarely perfect on the first attempt, the author emphasizes an iterative approach. This involves:",[5882,6014,6015,6021,6027],{},[5844,6016,6017,6020],{},[5847,6018,6019],{},"Prompt Engineering:"," Refining prompts to adjust timing, background consistency, and object placement.",[5844,6022,6023,6026],{},[5847,6024,6025],{},"Local Development:"," Using Claude Code to manage the codebase, install necessary dependencies, and handle the logic for scroll-based interactions.",[5844,6028,6029,6032],{},[5847,6030,6031],{},"Deployment:"," Once the interaction logic is finalized, the project is prepared for deployment to Vercel. Claude Code can provide step-by-step guidance for this process, making it accessible even for those unfamiliar with standard CI\u002FCD pipelines.",{"title":40,"searchDepth":41,"depth":41,"links":6034},[6035,6036,6037],{"id":5956,"depth":41,"text":5957},{"id":5974,"depth":41,"text":5975},{"id":6008,"depth":41,"text":6009},[47],{"content_references":6040,"triage":6051},[6041,6043,6045,6048,6049],{"type":54,"title":5919,"url":6042,"context":57},"https:\u002F\u002Fclaude.ai\u002Fdesign",{"type":54,"title":5970,"url":6044,"context":57},"https:\u002F\u002Fhiggsfield.ai\u002F",{"type":54,"title":6046,"url":6047,"context":57},"Mobbin","https:\u002F\u002Fmobbin.com\u002F",{"type":54,"title":5981,"context":57},{"type":54,"title":6050,"context":57},"Kling AI",{"relevance":61,"novelty":62,"quality":62,"actionability":61,"composite":63,"reasoning":6052},"Category: Design & Frontend. The article provides a detailed workflow for creating interactive landing pages using AI tools, addressing the audience's need for practical applications in design and frontend development. It includes specific steps like using FFmpeg for frame extraction and Claude Code for local development, making it immediately actionable.","\u002Fsummaries\u002F11ff64b745189442-building-apple-style-websites-with-claude-code-and-summary","2026-06-15 13:05:41","2026-06-16 12:56:29",{"title":5946,"description":40},{"loc":6053},"11ff64b745189442","UI Collective","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=8fva1VtacT8","summaries\u002F11ff64b745189442-building-apple-style-websites-with-claude-code-and-summary",[77,6063,78,79],"frontend","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F8fva1VtacT8\u002Fhqdefault.jpg","A practical workflow for creating high-end, interactive landing pages by combining AI-generated imagery, video frame extraction, and local development via Claude Code.","This video demonstrates a workflow for building an Apple-style landing page by combining [Claude Design](https:\u002F\u002Fclaude.ai\u002Fdesign) for the initial layout, [Claude Code](https:\u002F\u002Fclaude.com\u002Fclaude-code) for local development, and [Higgsfield](https:\u002F\u002Fhiggsfield.ai\u002F) to generate the product imagery and video assets. The creator walks through the process of using AI to bridge the gap between static mockups and interactive web animations.",[],"OtTRlQ468st8Z2JF9C9gJLr1Um63gbkKQXTCU5UvvV8"]