[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-f6d3c3da05385d9f-warp-factories-infrastructure-for-ai-software-deve-summary":3,"summaries-facets-categories":116,"summary-related-f6d3c3da05385d9f-warp-factories-infrastructure-for-ai-software-deve-summary":7822},{"id":4,"title":5,"ai":6,"body":13,"categories":72,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":77,"navigation":97,"path":98,"published_at":99,"question":74,"scraped_at":100,"seo":101,"sitemap":102,"source_id":103,"source_name":104,"source_type":105,"source_url":106,"stem":107,"tags":108,"thumbnail_url":74,"tldr":113,"tweet":74,"unknown_tags":114,"__hash__":115},"summaries\u002Fsummaries\u002Ff6d3c3da05385d9f-warp-factories-infrastructure-for-ai-software-deve-summary.md","Warp Factories: Infrastructure for AI Software Development",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6110,646,3659,0.0024965,{"type":14,"value":15,"toc":65},"minimark",[16,21,25,29,32,55,58,62],[17,18,20],"h2",{"id":19},"the-rise-of-the-ai-software-factory","The Rise of the AI Software Factory",[22,23,24],"p",{},"Software development is shifting toward an \"agentic\" model where autonomous agents handle specific stages of the engineering lifecycle. While large tech companies like Stripe and Ramp have built custom internal systems—such as Stripe's \"minions\"—to automate coding and deployment, smaller organizations often lack the resources to build this infrastructure from scratch. Warp Factories aims to standardize this process by providing a pre-built infrastructure layer for deploying and managing these agent loops.",[17,26,28],{"id":27},"core-infrastructure-and-workflow","Core Infrastructure and Workflow",[22,30,31],{},"Warp Factories abstracts the complex engineering required to run agentic workflows. The system is designed around the standard software development lifecycle (SDLC), including:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Triage and Specification:"," Automating the intake and planning of tasks.",[36,44,45,48],{},[39,46,47],{},"Implementation and Review:"," Executing code generation and quality checks.",[36,50,51,54],{},[39,52,53],{},"Verification:"," Ensuring the output meets requirements.",[22,56,57],{},"Key technical features include cross-agent memory management, unified evaluation frameworks, and cloud-based agent steering. The system is model-agnostic, allowing teams to swap between different coding models (e.g., Claude Code, Codex), and integrates directly with existing developer tools like Linear, Jira, Slack, and Teams.",[17,59,61],{"id":60},"performance-and-human-collaboration","Performance and Human Collaboration",[22,63,64],{},"Beyond execution, Warp Factories provides management tools to track performance metrics and token spend across all agents. It supports self-improvement loops, enabling the system to optimize its own processes over time. Despite the high level of automation, the goal is not to replace engineers but to augment them. Warp CEO Zack Lloyd notes that currently, about 30-35% of tasks are automated in their own environment, with that figure expected to grow as models and harnesses improve.",{"title":66,"searchDepth":67,"depth":67,"links":68},"",2,[69,70,71],{"id":19,"depth":67,"text":20},{"id":27,"depth":67,"text":28},{"id":60,"depth":67,"text":61},[73],"AI & LLMs",null,"md",false,{"content_references":78,"triage":92},[79,84,89],{"type":80,"title":81,"url":82,"context":83},"tool","Warp Factories","https:\u002F\u002Fwww.warp.dev\u002Ffactories\u002Frequest-access","recommended",{"type":85,"title":86,"url":87,"context":88},"other","Stripe 'minions' system","https:\u002F\u002Fstripe.dev\u002Fblog\u002Fminions-stripes-one-shot-end-to-end-coding-agents","cited",{"type":85,"title":90,"url":91,"context":88},"Ramp background agent","https:\u002F\u002Fbuilders.ramp.com\u002Fpost\u002Fwhy-we-built-our-background-agent",{"relevance":93,"novelty":94,"quality":94,"actionability":94,"composite":95,"reasoning":96},5,4,4.35,"Category: AI Automation. The article discusses a new infrastructure for AI software development that automates various stages of the engineering lifecycle, addressing a specific pain point for developers looking to integrate AI into their workflows. It provides concrete details about the features and capabilities of Warp Factories, making it actionable for teams interested in adopting such systems.",true,"\u002Fsummaries\u002Ff6d3c3da05385d9f-warp-factories-infrastructure-for-ai-software-deve-summary","2026-08-18 14:00:00","2026-08-19 03:12:31",{"title":5,"description":66},{"loc":98},"f6d3c3da05385d9f","TechCrunch — AI","article","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F08\u002F18\u002Fwarps-new-system-is-an-out-of-the-box-software-factory-for-ai-development\u002F","summaries\u002Ff6d3c3da05385d9f-warp-factories-infrastructure-for-ai-software-deve-summary",[109,110,111,112],"ai-tools","agents","automation","software-engineering","Warp Factories provides an out-of-the-box infrastructure layer for building and managing AI agent-based software development pipelines, automating tasks across the full lifecycle from triage to verification.",[112],"bOYxwrCiKEmKY3QqW3f3nx5_01woqfzPGNI39iBiDbI",[117,119,122,124,127,129,132,135,137,139,141,143,146,149,151,153,155,157,160,162,164,166,168,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,201,203,205,207,209,211,213,215,217,219,221,223,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,261,263,265,267,269,271,273,275,277,279,281,283,285,287,289,291,293,295,297,299,301,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,414,416,418,420,422,424,426,428,430,432,434,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,470,472,474,476,478,480,482,484,486,488,490,492,494,496,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,553,555,557,559,561,563,565,568,570,572,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,616,618,620,622,624,626,628,630,632,634,636,638,640,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,960,962,964,966,968,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4535,4537,4539,4541,4543,4545,4547,4549,4551,4553,4555,4557,4559,4561,4563,4565,4567,4569,4571,4573,4575,4577,4579,4581,4583,4585,4587,4589,4591,4593,4595,4597,4599,4601,4603,4605,4607,4609,4611,4613,4615,4617,4619,4621,4623,4625,4627,4629,4631,4633,4635,4637,4639,4641,4643,4645,4647,4649,4651,4653,4655,4657,4659,4661,4663,4665,4667,4669,4671,4673,4675,4677,4679,4681,4683,4685,4687,4689,4691,4693,4695,4697,4699,4701,4703,4705,4707,4709,4711,4713,4715,4717,4719,4721,4723,4725,4727,4729,4731,4733,4735,4737,4739,4741,4743,4745,4747,4749,4751,4753,4755,4757,4759,4761,4763,4765,4767,4769,4771,4773,4775,4777,4779,4781,4783,4785,4787,4789,4791,4793,4795,4797,4799,4801,4803,4805,4807,4809,4811,4813,4815,4817,4819,4821,4823,4825,4827,4829,4831,4833,4835,4837,4839,4841,4843,4845,4847,4849,4851,4853,4855,4857,4859,4861,4863,4865,4867,4869,4871,4873,4875,4877,4879,4881,4883,4885,4887,4889,4891,4893,4895,4897,4899,4901,4903,4905,4907,4909,4911,4913,4915,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000,7002,7004,7006,7008,7010,7012,7014,7016,7018,7020,7022,7024,7026,7028,7030,7032,7034,7036,7038,7040,7042,7044,7046,7048,7050,7052,7054,7056,7058,7060,7062,7064,7066,7068,7070,7072,7074,7076,7078,7080,7082,7084,7086,7088,7090,7092,7094,7096,7098,7100,7102,7104,7106,7108,7110,7112,7114,7116,7118,7120,7122,7124,7126,7128,7130,7132,7134,7136,7138,7140,7142,7144,7146,7148,7150,7152,7154,7156,7158,7160,7162,7164,7166,7168,7170,7172,7174,7176,7178,7180,7182,7184,7186,7188,7190,7192,7194,7196,7198,7200,7202,7204,7206,7208,7210,7212,7214,7216,7218,7220,7222,7224,7226,7228,7230,7232,7234,7236,7238,7240,7242,7244,7246,7248,7250,7252,7254,7256,7258,7260,7262,7264,7266,7268,7270,7272,7274,7276,7278,7280,7282,7284,7286,7288,7290,7292,7294,7296,7298,7300,7302,7304,7306,7308,7310,7312,7314,7316,7318,7320,7322,7324,7326,7328,7330,7332,7334,7336,7338,7340,7342,7344,7346,7348,7350,7352,7354,7356,7358,7360,7362,7364,7366,7368,7370,7372,7374,7376,7378,7380,7382,7384,7386,7388,7390,7392,7394,7396,7398,7400,7402,7404,7406,7408,7410,7412,7414,7416,7418,7420,7422,7424,7426,7428,7430,7432,7434,7436,7438,7440,7442,7444,7446,7448,7450,7452,7454,7456,7458,7460,7462,7464,7466,7468,7470,7472,7474,7476,7478,7480,7482,7484,7486,7488,7490,7492,7494,7496,7498,7500,7502,7504,7506,7508,7510,7512,7514,7516,7518,7520,7522,7524,7526,7528,7530,7532,7534,7536,7538,7540,7542,7544,7546,7548,7550,7552,7554,7556,7558,7560,7562,7564,7566,7568,7570,7572,7574,7576,7578,7580,7582,7584,7586,7588,7590,7592,7594,7596,7598,7600,7602,7604,7606,7608,7610,7612,7614,7616,7618,7620,7622,7624,7626,7628,7630,7632,7634,7636,7638,7640,7642,7644,7646,7648,7650,7652,7654,7656,7658,7660,7662,7664,7666,7668,7670,7672,7674,7676,7678,7680,7682,7684,7686,7688,7690,7692,7694,7696,7698,7700,7702,7704,7706,7708,7710,7712,7714,7716,7718,7720,7722,7724,7726,7728,7730,7732,7734,7736,7738,7740,7742,7744,7746,7748,7750,7752,7754,7756,7758,7760,7762,7764,7766,7768,7770,7772,7774,7776,7778,7780,7782,7784,7786,7788,7790,7792,7794,7796,7798,7800,7802,7804,7806,7808,7810,7812,7814,7816,7818,7820],{"categories":118},[73],{"categories":120},[121],"Developer Productivity",{"categories":123},[73],{"categories":125},[126],"Business & SaaS",{"categories":128},[73],{"categories":130},[131],"AI Automation",{"categories":133},[134],"Product Strategy",{"categories":136},[131],{"categories":138},[73],{"categories":140},[121],{"categories":142},[131],{"categories":144},[145],"Software Engineering",{"categories":147},[148],"Data Science & Visualization",{"categories":150},[73],{"categories":152},[126],{"categories":154},[],{"categories":156},[73],{"categories":158},[159],"Inference & Serving",{"categories":161},[73],{"categories":163},[73],{"categories":165},[131],{"categories":167},[],{"categories":169},[170],"AI News & Trends",{"categories":172},[148],{"categories":174},[131],{"categories":176},[73],{"categories":178},[73],{"categories":180},[73],{"categories":182},[126],{"categories":184},[121],{"categories":186},[73],{"categories":188},[131],{"categories":190},[170],{"categories":192},[73],{"categories":194},[131],{"categories":196},[131],{"categories":198},[73],{"categories":200},[73],{"categories":202},[131],{"categories":204},[73],{"categories":206},[73],{"categories":208},[73],{"categories":210},[126],{"categories":212},[131],{"categories":214},[170],{"categories":216},[73],{"categories":218},[73],{"categories":220},[73],{"categories":222},[],{"categories":224},[225],"Design & Frontend",{"categories":227},[73],{"categories":229},[148],{"categories":231},[73],{"categories":233},[170],{"categories":235},[73],{"categories":237},[73],{"categories":239},[73],{"categories":241},[],{"categories":243},[73],{"categories":245},[73],{"categories":247},[131],{"categories":249},[145],{"categories":251},[73],{"categories":253},[73],{"categories":255},[131],{"categories":257},[73],{"categories":259},[260],"Marketing & Growth",{"categories":262},[225],{"categories":264},[73],{"categories":266},[131],{"categories":268},[73],{"categories":270},[73],{"categories":272},[145],{"categories":274},[73],{"categories":276},[],{"categories":278},[],{"categories":280},[225],{"categories":282},[73],{"categories":284},[131],{"categories":286},[121],{"categories":288},[145],{"categories":290},[131],{"categories":292},[225],{"categories":294},[73],{"categories":296},[134],{"categories":298},[73],{"categories":300},[145],{"categories":302},[303],"DevOps & Cloud",{"categories":305},[131],{"categories":307},[134],{"categories":309},[170],{"categories":311},[73],{"categories":313},[],{"categories":315},[73],{"categories":317},[73],{"categories":319},[73],{"categories":321},[],{"categories":323},[131],{"categories":325},[145],{"categories":327},[303],{"categories":329},[],{"categories":331},[145],{"categories":333},[131],{"categories":335},[73],{"categories":337},[225],{"categories":339},[340],"Governance & Standards",{"categories":342},[126],{"categories":344},[],{"categories":346},[73],{"categories":348},[],{"categories":350},[73],{"categories":352},[73],{"categories":354},[131],{"categories":356},[73],{"categories":358},[131],{"categories":360},[73],{"categories":362},[73],{"categories":364},[131],{"categories":366},[73],{"categories":368},[73],{"categories":370},[73],{"categories":372},[],{"categories":374},[145],{"categories":376},[],{"categories":378},[],{"categories":380},[73],{"categories":382},[145],{"categories":384},[],{"categories":386},[145],{"categories":388},[73],{"categories":390},[131],{"categories":392},[73],{"categories":394},[260],{"categories":396},[73],{"categories":398},[73],{"categories":400},[73],{"categories":402},[225],{"categories":404},[225],{"categories":406},[73],{"categories":408},[145],{"categories":410},[131],{"categories":412},[413],"GovTech & Public-Sector Adoption",{"categories":415},[145],{"categories":417},[73],{"categories":419},[73],{"categories":421},[73],{"categories":423},[131],{"categories":425},[131],{"categories":427},[148],{"categories":429},[73],{"categories":431},[170],{"categories":433},[131],{"categories":435},[436],"Legal AI Tools",{"categories":438},[73],{"categories":440},[131],{"categories":442},[73],{"categories":444},[260],{"categories":446},[131],{"categories":448},[134],{"categories":450},[73],{"categories":452},[145],{"categories":454},[413],{"categories":456},[],{"categories":458},[131],{"categories":460},[],{"categories":462},[126],{"categories":464},[131],{"categories":466},[131],{"categories":468},[469],"RAG & Retrieval",{"categories":471},[126],{"categories":473},[73],{"categories":475},[145],{"categories":477},[145],{"categories":479},[303],{"categories":481},[225],{"categories":483},[131],{"categories":485},[73],{"categories":487},[73],{"categories":489},[73],{"categories":491},[73],{"categories":493},[],{"categories":495},[131],{"categories":497},[498],"Agents & Orchestration",{"categories":500},[145],{"categories":502},[73],{"categories":504},[],{"categories":506},[131],{"categories":508},[126],{"categories":510},[],{"categories":512},[73],{"categories":514},[],{"categories":516},[73],{"categories":518},[121],{"categories":520},[145],{"categories":522},[126],{"categories":524},[73],{"categories":526},[73],{"categories":528},[73],{"categories":530},[131],{"categories":532},[73],{"categories":534},[73],{"categories":536},[170],{"categories":538},[73],{"categories":540},[],{"categories":542},[73],{"categories":544},[73],{"categories":546},[],{"categories":548},[73],{"categories":550},[145],{"categories":552},[73],{"categories":554},[131],{"categories":556},[148],{"categories":558},[],{"categories":560},[73],{"categories":562},[73],{"categories":564},[225],{"categories":566},[567],"Models & Frontier Labs",{"categories":569},[],{"categories":571},[225],{"categories":573},[574],"Regulation & Governance of AI",{"categories":576},[134],{"categories":578},[131],{"categories":580},[],{"categories":582},[73],{"categories":584},[73],{"categories":586},[131],{"categories":588},[131],{"categories":590},[170],{"categories":592},[73],{"categories":594},[126],{"categories":596},[73],{"categories":598},[131],{"categories":600},[],{"categories":602},[145],{"categories":604},[131],{"categories":606},[73],{"categories":608},[73],{"categories":610},[134],{"categories":612},[73],{"categories":614},[615],"AI Policy & Regulation",{"categories":617},[],{"categories":619},[73],{"categories":621},[131],{"categories":623},[131],{"categories":625},[134],{"categories":627},[131],{"categories":629},[73],{"categories":631},[73],{"categories":633},[73],{"categories":635},[131],{"categories":637},[],{"categories":639},[148],{"categories":641},[642],"Evals & Reliability",{"categories":644},[73],{"categories":646},[73],{"categories":648},[],{"categories":650},[148],{"categories":652},[121],{"categories":654},[413],{"categories":656},[615],{"categories":658},[73],{"categories":660},[73],{"categories":662},[126],{"categories":664},[73],{"categories":666},[131],{"categories":668},[73],{"categories":670},[131],{"categories":672},[498],{"categories":674},[73],{"categories":676},[145],{"categories":678},[73],{"categories":680},[73],{"categories":682},[],{"categories":684},[225],{"categories":686},[],{"categories":688},[73],{"categories":690},[73],{"categories":692},[413],{"categories":694},[73],{"categories":696},[73],{"categories":698},[73],{"categories":700},[],{"categories":702},[73],{"categories":704},[225],{"categories":706},[73],{"categories":708},[145],{"categories":710},[],{"categories":712},[73],{"categories":714},[73],{"categories":716},[],{"categories":718},[73],{"categories":720},[131],{"categories":722},[73],{"categories":724},[225],{"categories":726},[],{"categories":728},[73],{"categories":730},[73],{"categories":732},[148],{"categories":734},[131],{"categories":736},[73],{"categories":738},[126],{"categories":740},[131],{"categories":742},[73],{"categories":744},[73],{"categories":746},[145],{"categories":748},[225],{"categories":750},[73],{"categories":752},[131],{"categories":754},[],{"categories":756},[145],{"categories":758},[131],{"categories":760},[148],{"categories":762},[],{"categories":764},[73],{"categories":766},[170],{"categories":768},[73],{"categories":770},[],{"categories":772},[73],{"categories":774},[73],{"categories":776},[73],{"categories":778},[126,260],{"categories":780},[],{"categories":782},[145],{"categories":784},[73],{"categories":786},[73],{"categories":788},[131],{"categories":790},[73],{"categories":792},[73],{"categories":794},[],{"categories":796},[],{"categories":798},[73],{"categories":800},[73],{"categories":802},[225],{"categories":804},[73],{"categories":806},[],{"categories":808},[73],{"categories":810},[303],{"categories":812},[],{"categories":814},[131],{"categories":816},[170],{"categories":818},[73],{"categories":820},[126],{"categories":822},[73],{"categories":824},[145],{"categories":826},[225],{"categories":828},[],{"categories":830},[73],{"categories":832},[170],{"categories":834},[73],{"categories":836},[159],{"categories":838},[73],{"categories":840},[73],{"categories":842},[131],{"categories":844},[170],{"categories":846},[567],{"categories":848},[73],{"categories":850},[260],{"categories":852},[],{"categories":854},[131],{"categories":856},[126],{"categories":858},[145],{"categories":860},[73],{"categories":862},[131],{"categories":864},[],{"categories":866},[73,303],{"categories":868},[73],{"categories":870},[73],{"categories":872},[73],{"categories":874},[73],{"categories":876},[131],{"categories":878},[73,145],{"categories":880},[148],{"categories":882},[73],{"categories":884},[73],{"categories":886},[73],{"categories":888},[145],{"categories":890},[73],{"categories":892},[131],{"categories":894},[131],{"categories":896},[615],{"categories":898},[260],{"categories":900},[73],{"categories":902},[131],{"categories":904},[73],{"categories":906},[73],{"categories":908},[131],{"categories":910},[],{"categories":912},[131],{"categories":914},[73],{"categories":916},[73],{"categories":918},[131],{"categories":920},[73],{"categories":922},[73,126],{"categories":924},[73],{"categories":926},[73],{"categories":928},[126],{"categories":930},[],{"categories":932},[225],{"categories":934},[225],{"categories":936},[73],{"categories":938},[],{"categories":940},[],{"categories":942},[73],{"categories":944},[170],{"categories":946},[],{"categories":948},[121],{"categories":950},[73],{"categories":952},[145],{"categories":954},[131],{"categories":956},[73],{"categories":958},[959],"Generative UI & Design-to-Code",{"categories":961},[73],{"categories":963},[73],{"categories":965},[225],{"categories":967},[73],{"categories":969},[970],"Algorithmic Accountability",{"categories":972},[73],{"categories":974},[131],{"categories":976},[145],{"categories":978},[170],{"categories":980},[225],{"categories":982},[73],{"categories":984},[],{"categories":986},[134],{"categories":988},[73],{"categories":990},[73],{"categories":992},[73],{"categories":994},[73],{"categories":996},[73],{"categories":998},[131],{"categories":1000},[1001],"MLOps & Infrastructure",{"categories":1003},[73],{"categories":1005},[73],{"categories":1007},[73],{"categories":1009},[73],{"categories":1011},[73],{"categories":1013},[73],{"categories":1015},[145],{"categories":1017},[170],{"categories":1019},[73],{"categories":1021},[73],{"categories":1023},[134],{"categories":1025},[121],{"categories":1027},[73],{"categories":1029},[131],{"categories":1031},[303],{"categories":1033},[73],{"categories":1035},[126],{"categories":1037},[73],{"categories":1039},[225],{"categories":1041},[73],{"categories":1043},[134],{"categories":1045},[73],{"categories":1047},[131],{"categories":1049},[],{"categories":1051},[],{"categories":1053},[73],{"categories":1055},[159],{"categories":1057},[225],{"categories":1059},[170],{"categories":1061},[148],{"categories":1063},[],{"categories":1065},[73],{"categories":1067},[73],{"categories":1069},[126],{"categories":1071},[131],{"categories":1073},[73],{"categories":1075},[73],{"categories":1077},[73],{"categories":1079},[73],{"categories":1081},[73],{"categories":1083},[170],{"categories":1085},[159],{"categories":1087},[73],{"categories":1089},[225],{"categories":1091},[73],{"categories":1093},[],{"categories":1095},[131],{"categories":1097},[145],{"categories":1099},[],{"categories":1101},[73],{"categories":1103},[73],{"categories":1105},[131],{"categories":1107},[145],{"categories":1109},[73],{"categories":1111},[148],{"categories":1113},[225],{"categories":1115},[],{"categories":1117},[73],{"categories":1119},[],{"categories":1121},[73],{"categories":1123},[],{"categories":1125},[73],{"categories":1127},[73],{"categories":1129},[134],{"categories":1131},[126],{"categories":1133},[131],{"categories":1135},[131],{"categories":1137},[145],{"categories":1139},[],{"categories":1141},[73],{"categories":1143},[121],{"categories":1145},[73],{"categories":1147},[73],{"categories":1149},[126],{"categories":1151},[170],{"categories":1153},[121],{"categories":1155},[],{"categories":1157},[73],{"categories":1159},[],{"categories":1161},[73],{"categories":1163},[],{"categories":1165},[73],{"categories":1167},[170],{"categories":1169},[170],{"categories":1171},[],{"categories":1173},[498],{"categories":1175},[73],{"categories":1177},[225],{"categories":1179},[145],{"categories":1181},[],{"categories":1183},[436],{"categories":1185},[131],{"categories":1187},[131],{"categories":1189},[126],{"categories":1191},[73],{"categories":1193},[],{"categories":1195},[],{"categories":1197},[121],{"categories":1199},[148],{"categories":1201},[],{"categories":1203},[260],{"categories":1205},[131],{"categories":1207},[126],{"categories":1209},[131],{"categories":1211},[73],{"categories":1213},[126],{"categories":1215},[73],{"categories":1217},[145],{"categories":1219},[],{"categories":1221},[159],{"categories":1223},[134],{"categories":1225},[73],{"categories":1227},[225],{"categories":1229},[145],{"categories":1231},[126],{"categories":1233},[73],{"categories":1235},[145],{"categories":1237},[73],{"categories":1239},[131],{"categories":1241},[126],{"categories":1243},[73],{"categories":1245},[73],{"categories":1247},[73],{"categories":1249},[73],{"categories":1251},[73],{"categories":1253},[73],{"categories":1255},[],{"categories":1257},[],{"categories":1259},[145],{"categories":1261},[148],{"categories":1263},[134],{"categories":1265},[73],{"categories":1267},[131],{"categories":1269},[145],{"categories":1271},[145],{"categories":1273},[73],{"categories":1275},[],{"categories":1277},[73],{"categories":1279},[170],{"categories":1281},[134],{"categories":1283},[134],{"categories":1285},[145],{"categories":1287},[73],{"categories":1289},[642],{"categories":1291},[303],{"categories":1293},[],{"categories":1295},[73],{"categories":1297},[131],{"categories":1299},[73],{"categories":1301},[121],{"categories":1303},[],{"categories":1305},[121],{"categories":1307},[225],{"categories":1309},[],{"categories":1311},[73],{"categories":1313},[73],{"categories":1315},[73],{"categories":1317},[225],{"categories":1319},[260],{"categories":1321},[134],{"categories":1323},[73],{"categories":1325},[145],{"categories":1327},[73],{"categories":1329},[131],{"categories":1331},[],{"categories":1333},[145],{"categories":1335},[73],{"categories":1337},[121],{"categories":1339},[],{"categories":1341},[126],{"categories":1343},[73],{"categories":1345},[73],{"categories":1347},[170],{"categories":1349},[73,303],{"categories":1351},[73],{"categories":1353},[1354],"Design Systems for AI",{"categories":1356},[73],{"categories":1358},[73],{"categories":1360},[170],{"categories":1362},[73],{"categories":1364},[73],{"categories":1366},[73],{"categories":1368},[126],{"categories":1370},[73],{"categories":1372},[73],{"categories":1374},[73],{"categories":1376},[],{"categories":1378},[73],{"categories":1380},[73],{"categories":1382},[126],{"categories":1384},[73],{"categories":1386},[],{"categories":1388},[131],{"categories":1390},[131],{"categories":1392},[145],{"categories":1394},[73],{"categories":1396},[170],{"categories":1398},[145],{"categories":1400},[73],{"categories":1402},[225],{"categories":1404},[170],{"categories":1406},[148],{"categories":1408},[73],{"categories":1410},[73],{"categories":1412},[73],{"categories":1414},[73],{"categories":1416},[131],{"categories":1418},[121],{"categories":1420},[615],{"categories":1422},[73],{"categories":1424},[73],{"categories":1426},[131],{"categories":1428},[73],{"categories":1430},[145],{"categories":1432},[73],{"categories":1434},[145],{"categories":1436},[],{"categories":1438},[225],{"categories":1440},[],{"categories":1442},[73],{"categories":1444},[131],{"categories":1446},[134],{"categories":1448},[],{"categories":1450},[126],{"categories":1452},[73],{"categories":1454},[],{"categories":1456},[225],{"categories":1458},[145],{"categories":1460},[131],{"categories":1462},[145],{"categories":1464},[73],{"categories":1466},[225],{"categories":1468},[73],{"categories":1470},[145],{"categories":1472},[73],{"categories":1474},[73],{"categories":1476},[225],{"categories":1478},[],{"categories":1480},[],{"categories":1482},[170],{"categories":1484},[131],{"categories":1486},[131],{"categories":1488},[73],{"categories":1490},[131],{"categories":1492},[73],{"categories":1494},[73],{"categories":1496},[73],{"categories":1498},[73],{"categories":1500},[73],{"categories":1502},[73],{"categories":1504},[126],{"categories":1506},[134],{"categories":1508},[73],{"categories":1510},[73],{"categories":1512},[],{"categories":1514},[145],{"categories":1516},[145],{"categories":1518},[73],{"categories":1520},[145],{"categories":1522},[126],{"categories":1524},[],{"categories":1526},[73],{"categories":1528},[73],{"categories":1530},[225],{"categories":1532},[73],{"categories":1534},[73],{"categories":1536},[73],{"categories":1538},[131],{"categories":1540},[121],{"categories":1542},[126],{"categories":1544},[73],{"categories":1546},[131],{"categories":1548},[170],{"categories":1550},[131],{"categories":1552},[159],{"categories":1554},[260],{"categories":1556},[73],{"categories":1558},[131],{"categories":1560},[73],{"categories":1562},[73],{"categories":1564},[73],{"categories":1566},[73],{"categories":1568},[],{"categories":1570},[225],{"categories":1572},[],{"categories":1574},[73],{"categories":1576},[73],{"categories":1578},[],{"categories":1580},[73],{"categories":1582},[73],{"categories":1584},[145],{"categories":1586},[126],{"categories":1588},[1589],"Visual & Generative Media",{"categories":1591},[131],{"categories":1593},[],{"categories":1595},[73],{"categories":1597},[73],{"categories":1599},[145],{"categories":1601},[73],{"categories":1603},[303],{"categories":1605},[73],{"categories":1607},[148],{"categories":1609},[615],{"categories":1611},[145],{"categories":1613},[260],{"categories":1615},[73],{"categories":1617},[134],{"categories":1619},[225],{"categories":1621},[73],{"categories":1623},[73],{"categories":1625},[145],{"categories":1627},[131],{"categories":1629},[73],{"categories":1631},[],{"categories":1633},[],{"categories":1635},[131],{"categories":1637},[145],{"categories":1639},[121],{"categories":1641},[131],{"categories":1643},[567],{"categories":1645},[73],{"categories":1647},[134],{"categories":1649},[73],{"categories":1651},[126],{"categories":1653},[],{"categories":1655},[73],{"categories":1657},[134],{"categories":1659},[73],{"categories":1661},[73],{"categories":1663},[73],{"categories":1665},[134],{"categories":1667},[73],{"categories":1669},[73],{"categories":1671},[260],{"categories":1673},[73],{"categories":1675},[498],{"categories":1677},[145],{"categories":1679},[131],{"categories":1681},[73],{"categories":1683},[131],{"categories":1685},[73],{"categories":1687},[73],{"categories":1689},[131],{"categories":1691},[73],{"categories":1693},[73],{"categories":1695},[73],{"categories":1697},[131],{"categories":1699},[73],{"categories":1701},[225],{"categories":1703},[131],{"categories":1705},[],{"categories":1707},[131],{"categories":1709},[73],{"categories":1711},[],{"categories":1713},[303],{"categories":1715},[145],{"categories":1717},[],{"categories":1719},[567],{"categories":1721},[73],{"categories":1723},[131],{"categories":1725},[131],{"categories":1727},[73],{"categories":1729},[225,73],{"categories":1731},[73],{"categories":1733},[121],{"categories":1735},[73],{"categories":1737},[131],{"categories":1739},[225],{"categories":1741},[],{"categories":1743},[73],{"categories":1745},[121],{"categories":1747},[73],{"categories":1749},[1750],"Medical Imaging & Radiology",{"categories":1752},[73],{"categories":1754},[73],{"categories":1756},[73],{"categories":1758},[225],{"categories":1760},[131],{"categories":1762},[131],{"categories":1764},[145],{"categories":1766},[],{"categories":1768},[73],{"categories":1770},[73],{"categories":1772},[73],{"categories":1774},[],{"categories":1776},[],{"categories":1778},[73],{"categories":1780},[73],{"categories":1782},[498],{"categories":1784},[73],{"categories":1786},[73],{"categories":1788},[121],{"categories":1790},[73],{"categories":1792},[73],{"categories":1794},[],{"categories":1796},[131],{"categories":1798},[73],{"categories":1800},[134],{"categories":1802},[145],{"categories":1804},[73],{"categories":1806},[73],{"categories":1808},[131],{"categories":1810},[498],{"categories":1812},[73],{"categories":1814},[131],{"categories":1816},[73],{"categories":1818},[73],{"categories":1820},[73],{"categories":1822},[73],{"categories":1824},[225],{"categories":1826},[131],{"categories":1828},[303],{"categories":1830},[225],{"categories":1832},[126],{"categories":1834},[131],{"categories":1836},[170],{"categories":1838},[73],{"categories":1840},[73],{"categories":1842},[134],{"categories":1844},[73],{"categories":1846},[73],{"categories":1848},[73],{"categories":1850},[73],{"categories":1852},[73],{"categories":1854},[131],{"categories":1856},[73],{"categories":1858},[145],{"categories":1860},[73],{"categories":1862},[145],{"categories":1864},[73],{"categories":1866},[134],{"categories":1868},[],{"categories":1870},[170],{"categories":1872},[],{"categories":1874},[134],{"categories":1876},[131],{"categories":1878},[73],{"categories":1880},[73],{"categories":1882},[131],{"categories":1884},[73],{"categories":1886},[1354],{"categories":1888},[73],{"categories":1890},[1354],{"categories":1892},[225],{"categories":1894},[73],{"categories":1896},[73],{"categories":1898},[73],{"categories":1900},[131],{"categories":1902},[145],{"categories":1904},[225],{"categories":1906},[131],{"categories":1908},[170],{"categories":1910},[],{"categories":1912},[73],{"categories":1914},[73],{"categories":1916},[],{"categories":1918},[73],{"categories":1920},[73],{"categories":1922},[131],{"categories":1924},[73],{"categories":1926},[73],{"categories":1928},[73],{"categories":1930},[131],{"categories":1932},[1933],"Contract Review & E-Discovery",{"categories":1935},[73],{"categories":1937},[225],{"categories":1939},[73],{"categories":1941},[121],{"categories":1943},[73],{"categories":1945},[170],{"categories":1947},[73],{"categories":1949},[73],{"categories":1951},[260],{"categories":1953},[145],{"categories":1955},[131],{"categories":1957},[73],{"categories":1959},[73],{"categories":1961},[73],{"categories":1963},[131],{"categories":1965},[131],{"categories":1967},[970],{"categories":1969},[73],{"categories":1971},[73],{"categories":1973},[131],{"categories":1975},[131],{"categories":1977},[73],{"categories":1979},[73],{"categories":1981},[73],{"categories":1983},[131],{"categories":1985},[73],{"categories":1987},[73],{"categories":1989},[145],{"categories":1991},[73],{"categories":1993},[498],{"categories":1995},[469],{"categories":1997},[73],{"categories":1999},[131],{"categories":2001},[73],{"categories":2003},[2004],"Law-Firm Practice & Adoption",{"categories":2006},[73],{"categories":2008},[131],{"categories":2010},[225],{"categories":2012},[73],{"categories":2014},[73],{"categories":2016},[73],{"categories":2018},[],{"categories":2020},[145],{"categories":2022},[],{"categories":2024},[145],{"categories":2026},[73],{"categories":2028},[],{"categories":2030},[145],{"categories":2032},[131],{"categories":2034},[121],{"categories":2036},[303],{"categories":2038},[73],{"categories":2040},[],{"categories":2042},[73],{"categories":2044},[121],{"categories":2046},[131],{"categories":2048},[126],{"categories":2050},[73],{"categories":2052},[260],{"categories":2054},[73],{"categories":2056},[],{"categories":2058},[126],{"categories":2060},[131],{"categories":2062},[126],{"categories":2064},[],{"categories":2066},[73],{"categories":2068},[134],{"categories":2070},[73],{"categories":2072},[145],{"categories":2074},[],{"categories":2076},[],{"categories":2078},[73],{"categories":2080},[],{"categories":2082},[],{"categories":2084},[73],{"categories":2086},[134],{"categories":2088},[131],{"categories":2090},[303],{"categories":2092},[73],{"categories":2094},[121],{"categories":2096},[145],{"categories":2098},[73],{"categories":2100},[73],{"categories":2102},[145],{"categories":2104},[134],{"categories":2106},[73],{"categories":2108},[73],{"categories":2110},[73],{"categories":2112},[1001],{"categories":2114},[73],{"categories":2116},[145],{"categories":2118},[73],{"categories":2120},[260],{"categories":2122},[145],{"categories":2124},[126],{"categories":2126},[73],{"categories":2128},[73],{"categories":2130},[73],{"categories":2132},[225],{"categories":2134},[73],{"categories":2136},[73],{"categories":2138},[73],{"categories":2140},[73],{"categories":2142},[126],{"categories":2144},[131],{"categories":2146},[73,121],{"categories":2148},[73],{"categories":2150},[498],{"categories":2152},[73],{"categories":2154},[73],{"categories":2156},[73],{"categories":2158},[145],{"categories":2160},[73],{"categories":2162},[145],{"categories":2164},[225],{"categories":2166},[131],{"categories":2168},[131],{"categories":2170},[145],{"categories":2172},[73],{"categories":2174},[131],{"categories":2176},[73],{"categories":2178},[73],{"categories":2180},[],{"categories":2182},[],{"categories":2184},[73],{"categories":2186},[148],{"categories":2188},[73],{"categories":2190},[73],{"categories":2192},[225],{"categories":2194},[131],{"categories":2196},[],{"categories":2198},[73],{"categories":2200},[73],{"categories":2202},[126],{"categories":2204},[145],{"categories":2206},[148],{"categories":2208},[170],{"categories":2210},[134],{"categories":2212},[225],{"categories":2214},[73],{"categories":2216},[131],{"categories":2218},[73],{"categories":2220},[145],{"categories":2222},[],{"categories":2224},[131],{"categories":2226},[131],{"categories":2228},[131],{"categories":2230},[73],{"categories":2232},[73],{"categories":2234},[73],{"categories":2236},[73],{"categories":2238},[73],{"categories":2240},[73],{"categories":2242},[],{"categories":2244},[131],{"categories":2246},[73],{"categories":2248},[73],{"categories":2250},[73],{"categories":2252},[],{"categories":2254},[131],{"categories":2256},[131],{"categories":2258},[73],{"categories":2260},[73],{"categories":2262},[126],{"categories":2264},[73],{"categories":2266},[73],{"categories":2268},[],{"categories":2270},[121],{"categories":2272},[73],{"categories":2274},[73],{"categories":2276},[73],{"categories":2278},[225],{"categories":2280},[73],{"categories":2282},[145],{"categories":2284},[73],{"categories":2286},[121],{"categories":2288},[73],{"categories":2290},[145],{"categories":2292},[260],{"categories":2294},[145],{"categories":2296},[131],{"categories":2298},[73],{"categories":2300},[131],{"categories":2302},[73],{"categories":2304},[73],{"categories":2306},[73],{"categories":2308},[73,225],{"categories":2310},[73],{"categories":2312},[131],{"categories":2314},[170],{"categories":2316},[73],{"categories":2318},[170],{"categories":2320},[131],{"categories":2322},[225],{"categories":2324},[73],{"categories":2326},[],{"categories":2328},[145],{"categories":2330},[303],{"categories":2332},[225],{"categories":2334},[145],{"categories":2336},[73],{"categories":2338},[134],{"categories":2340},[73],{"categories":2342},[73],{"categories":2344},[131],{"categories":2346},[],{"categories":2348},[],{"categories":2350},[73],{"categories":2352},[],{"categories":2354},[],{"categories":2356},[134],{"categories":2358},[145],{"categories":2360},[73],{"categories":2362},[73],{"categories":2364},[131],{"categories":2366},[73],{"categories":2368},[131],{"categories":2370},[126],{"categories":2372},[131],{"categories":2374},[303],{"categories":2376},[73],{"categories":2378},[73],{"categories":2380},[73],{"categories":2382},[159],{"categories":2384},[73],{"categories":2386},[73],{"categories":2388},[73],{"categories":2390},[73],{"categories":2392},[145],{"categories":2394},[131],{"categories":2396},[73],{"categories":2398},[73],{"categories":2400},[73],{"categories":2402},[73],{"categories":2404},[145],{"categories":2406},[436],{"categories":2408},[131],{"categories":2410},[970],{"categories":2412},[],{"categories":2414},[131],{"categories":2416},[225],{"categories":2418},[2004],{"categories":2420},[145],{"categories":2422},[],{"categories":2424},[131],{"categories":2426},[],{"categories":2428},[73],{"categories":2430},[131],{"categories":2432},[],{"categories":2434},[],{"categories":2436},[73],{"categories":2438},[73],{"categories":2440},[260],{"categories":2442},[73],{"categories":2444},[260],{"categories":2446},[73],{"categories":2448},[131],{"categories":2450},[73],{"categories":2452},[73],{"categories":2454},[148],{"categories":2456},[73],{"categories":2458},[145],{"categories":2460},[134],{"categories":2462},[],{"categories":2464},[73],{"categories":2466},[73],{"categories":2468},[73],{"categories":2470},[145],{"categories":2472},[73],{"categories":2474},[1933],{"categories":2476},[131],{"categories":2478},[73],{"categories":2480},[225],{"categories":2482},[225],{"categories":2484},[73],{"categories":2486},[73],{"categories":2488},[131],{"categories":2490},[121],{"categories":2492},[73],{"categories":2494},[73],{"categories":2496},[73],{"categories":2498},[73],{"categories":2500},[225],{"categories":2502},[225],{"categories":2504},[131],{"categories":2506},[131],{"categories":2508},[131],{"categories":2510},[73],{"categories":2512},[73],{"categories":2514},[73],{"categories":2516},[131],{"categories":2518},[],{"categories":2520},[73],{"categories":2522},[],{"categories":2524},[225],{"categories":2526},[2527],"Interaction & Product Design",{"categories":2529},[73],{"categories":2531},[131],{"categories":2533},[145],{"categories":2535},[340],{"categories":2537},[170],{"categories":2539},[145],{"categories":2541},[73],{"categories":2543},[134],{"categories":2545},[73],{"categories":2547},[73],{"categories":2549},[145],{"categories":2551},[73],{"categories":2553},[121],{"categories":2555},[131],{"categories":2557},[73],{"categories":2559},[],{"categories":2561},[131],{"categories":2563},[131],{"categories":2565},[131],{"categories":2567},[],{"categories":2569},[145],{"categories":2571},[73],{"categories":2573},[131],{"categories":2575},[121],{"categories":2577},[2527],{"categories":2579},[73],{"categories":2581},[121],{"categories":2583},[73],{"categories":2585},[121],{"categories":2587},[73],{"categories":2589},[],{"categories":2591},[73],{"categories":2593},[131],{"categories":2595},[145],{"categories":2597},[],{"categories":2599},[131],{"categories":2601},[134],{"categories":2603},[170],{"categories":2605},[73],{"categories":2607},[131],{"categories":2609},[73],{"categories":2611},[131],{"categories":2613},[131],{"categories":2615},[73],{"categories":2617},[73],{"categories":2619},[170],{"categories":2621},[148],{"categories":2623},[73],{"categories":2625},[134],{"categories":2627},[145],{"categories":2629},[2630],"Coding Agents & Dev Productivity",{"categories":2632},[170],{"categories":2634},[225],{"categories":2636},[73],{"categories":2638},[73],{"categories":2640},[],{"categories":2642},[73],{"categories":2644},[73],{"categories":2646},[970],{"categories":2648},[],{"categories":2650},[73],{"categories":2652},[73],{"categories":2654},[303],{"categories":2656},[73],{"categories":2658},[170],{"categories":2660},[],{"categories":2662},[],{"categories":2664},[73],{"categories":2666},[],{"categories":2668},[131],{"categories":2670},[73],{"categories":2672},[131],{"categories":2674},[],{"categories":2676},[145],{"categories":2678},[145],{"categories":2680},[73],{"categories":2682},[148],{"categories":2684},[],{"categories":2686},[73],{"categories":2688},[73],{"categories":2690},[73],{"categories":2692},[148],{"categories":2694},[145],{"categories":2696},[131],{"categories":2698},[],{"categories":2700},[],{"categories":2702},[73],{"categories":2704},[73],{"categories":2706},[73],{"categories":2708},[73],{"categories":2710},[131],{"categories":2712},[131],{"categories":2714},[413],{"categories":2716},[145],{"categories":2718},[134],{"categories":2720},[73],{"categories":2722},[145],{"categories":2724},[131],{"categories":2726},[170],{"categories":2728},[170],{"categories":2730},[131],{"categories":2732},[131],{"categories":2734},[73],{"categories":2736},[121],{"categories":2738},[2527],{"categories":2740},[134],{"categories":2742},[73,303],{"categories":2744},[148],{"categories":2746},[],{"categories":2748},[225],{"categories":2750},[131],{"categories":2752},[145],{"categories":2754},[121],{"categories":2756},[73],{"categories":2758},[131],{"categories":2760},[2761],"The Designer's Role & Craft",{"categories":2763},[225],{"categories":2765},[],{"categories":2767},[131],{"categories":2769},[73],{"categories":2771},[131],{"categories":2773},[131],{"categories":2775},[73],{"categories":2777},[260],{"categories":2779},[73],{"categories":2781},[145],{"categories":2783},[131],{"categories":2785},[73],{"categories":2787},[225],{"categories":2789},[73],{"categories":2791},[],{"categories":2793},[131],{"categories":2795},[225],{"categories":2797},[134],{"categories":2799},[73],{"categories":2801},[131],{"categories":2803},[73],{"categories":2805},[73],{"categories":2807},[73],{"categories":2809},[2810],"AI UX Patterns",{"categories":2812},[131],{"categories":2814},[131],{"categories":2816},[131],{"categories":2818},[73],{"categories":2820},[73],{"categories":2822},[131],{"categories":2824},[260],{"categories":2826},[148],{"categories":2828},[73],{"categories":2830},[131],{"categories":2832},[73],{"categories":2834},[73],{"categories":2836},[1354],{"categories":2838},[],{"categories":2840},[260],{"categories":2842},[131],{"categories":2844},[170],{"categories":2846},[145],{"categories":2848},[73],{"categories":2850},[131],{"categories":2852},[],{"categories":2854},[],{"categories":2856},[73],{"categories":2858},[73],{"categories":2860},[131],{"categories":2862},[73],{"categories":2864},[131],{"categories":2866},[413],{"categories":2868},[225],{"categories":2870},[73],{"categories":2872},[170],{"categories":2874},[145],{"categories":2876},[73],{"categories":2878},[131],{"categories":2880},[131],{"categories":2882},[],{"categories":2884},[73],{"categories":2886},[],{"categories":2888},[73],{"categories":2890},[73],{"categories":2892},[],{"categories":2894},[73],{"categories":2896},[73],{"categories":2898},[73],{"categories":2900},[131],{"categories":2902},[73],{"categories":2904},[145],{"categories":2906},[],{"categories":2908},[],{"categories":2910},[148],{"categories":2912},[159],{"categories":2914},[73],{"categories":2916},[73],{"categories":2918},[73],{"categories":2920},[148],{"categories":2922},[148],{"categories":2924},[73],{"categories":2926},[73],{"categories":2928},[170],{"categories":2930},[73],{"categories":2932},[73],{"categories":2934},[73],{"categories":2936},[131],{"categories":2938},[73],{"categories":2940},[73],{"categories":2942},[131],{"categories":2944},[73],{"categories":2946},[73],{"categories":2948},[73],{"categories":2950},[131],{"categories":2952},[],{"categories":2954},[145],{"categories":2956},[73],{"categories":2958},[],{"categories":2960},[73],{"categories":2962},[73],{"categories":2964},[303],{"categories":2966},[73],{"categories":2968},[],{"categories":2970},[],{"categories":2972},[225],{"categories":2974},[1001],{"categories":2976},[131],{"categories":2978},[121],{"categories":2980},[2761],{"categories":2982},[],{"categories":2984},[],{"categories":2986},[73],{"categories":2988},[],{"categories":2990},[],{"categories":2992},[145],{"categories":2994},[170],{"categories":2996},[260],{"categories":2998},[148],{"categories":3000},[131],{"categories":3002},[126],{"categories":3004},[73],{"categories":3006},[73],{"categories":3008},[73],{"categories":3010},[126],{"categories":3012},[],{"categories":3014},[225],{"categories":3016},[134],{"categories":3018},[73],{"categories":3020},[73],{"categories":3022},[131],{"categories":3024},[126],{"categories":3026},[73],{"categories":3028},[73],{"categories":3030},[121],{"categories":3032},[73],{"categories":3034},[126],{"categories":3036},[73],{"categories":3038},[],{"categories":3040},[121],{"categories":3042},[73],{"categories":3044},[260],{"categories":3046},[73],{"categories":3048},[145],{"categories":3050},[131],{"categories":3052},[170],{"categories":3054},[73],{"categories":3056},[145],{"categories":3058},[73],{"categories":3060},[73],{"categories":3062},[73],{"categories":3064},[73],{"categories":3066},[126],{"categories":3068},[73],{"categories":3070},[73],{"categories":3072},[73],{"categories":3074},[131],{"categories":3076},[73],{"categories":3078},[73],{"categories":3080},[73],{"categories":3082},[],{"categories":3084},[73],{"categories":3086},[145],{"categories":3088},[121],{"categories":3090},[73],{"categories":3092},[73],{"categories":3094},[225],{"categories":3096},[73],{"categories":3098},[],{"categories":3100},[73],{"categories":3102},[498],{"categories":3104},[131],{"categories":3106},[126],{"categories":3108},[73],{"categories":3110},[170],{"categories":3112},[73],{"categories":3114},[73],{"categories":3116},[],{"categories":3118},[126],{"categories":3120},[126],{"categories":3122},[73],{"categories":3124},[73],{"categories":3126},[134],{"categories":3128},[73],{"categories":3130},[73],{"categories":3132},[73],{"categories":3134},[73],{"categories":3136},[145],{"categories":3138},[148],{"categories":3140},[145],{"categories":3142},[73],{"categories":3144},[],{"categories":3146},[73],{"categories":3148},[145],{"categories":3150},[73],{"categories":3152},[145],{"categories":3154},[131],{"categories":3156},[615],{"categories":3158},[],{"categories":3160},[],{"categories":3162},[73],{"categories":3164},[170],{"categories":3166},[],{"categories":3168},[303],{"categories":3170},[73],{"categories":3172},[73],{"categories":3174},[73],{"categories":3176},[225],{"categories":3178},[959],{"categories":3180},[],{"categories":3182},[73],{"categories":3184},[73],{"categories":3186},[73],{"categories":3188},[145],{"categories":3190},[73],{"categories":3192},[73],{"categories":3194},[73],{"categories":3196},[73],{"categories":3198},[73,303],{"categories":3200},[73],{"categories":3202},[73],{"categories":3204},[225],{"categories":3206},[131],{"categories":3208},[],{"categories":3210},[131],{"categories":3212},[131],{"categories":3214},[73],{"categories":3216},[73],{"categories":3218},[73],{"categories":3220},[73],{"categories":3222},[73],{"categories":3224},[148],{"categories":3226},[73],{"categories":3228},[73],{"categories":3230},[2810],{"categories":3232},[121],{"categories":3234},[73],{"categories":3236},[148],{"categories":3238},[121],{"categories":3240},[145],{"categories":3242},[225],{"categories":3244},[131],{"categories":3246},[73],{"categories":3248},[73],{"categories":3250},[],{"categories":3252},[126],{"categories":3254},[73],{"categories":3256},[73],{"categories":3258},[170],{"categories":3260},[73],{"categories":3262},[73],{"categories":3264},[73],{"categories":3266},[131],{"categories":3268},[73],{"categories":3270},[73],{"categories":3272},[225],{"categories":3274},[73],{"categories":3276},[126],{"categories":3278},[],{"categories":3280},[303],{"categories":3282},[134],{"categories":3284},[73],{"categories":3286},[413],{"categories":3288},[225],{"categories":3290},[225],{"categories":3292},[145],{"categories":3294},[131],{"categories":3296},[73],{"categories":3298},[126],{"categories":3300},[170],{"categories":3302},[73],{"categories":3304},[73],{"categories":3306},[73],{"categories":3308},[225],{"categories":3310},[131],{"categories":3312},[73],{"categories":3314},[131],{"categories":3316},[73],{"categories":3318},[131],{"categories":3320},[73],{"categories":3322},[567],{"categories":3324},[73],{"categories":3326},[131],{"categories":3328},[],{"categories":3330},[73],{"categories":3332},[73],{"categories":3334},[73],{"categories":3336},[73],{"categories":3338},[131],{"categories":3340},[],{"categories":3342},[],{"categories":3344},[73],{"categories":3346},[73],{"categories":3348},[131],{"categories":3350},[73],{"categories":3352},[73],{"categories":3354},[73],{"categories":3356},[145],{"categories":3358},[73],{"categories":3360},[73],{"categories":3362},[131],{"categories":3364},[73],{"categories":3366},[73],{"categories":3368},[73],{"categories":3370},[73],{"categories":3372},[73],{"categories":3374},[],{"categories":3376},[145],{"categories":3378},[148],{"categories":3380},[73],{"categories":3382},[131],{"categories":3384},[131],{"categories":3386},[73],{"categories":3388},[73],{"categories":3390},[],{"categories":3392},[],{"categories":3394},[73],{"categories":3396},[73],{"categories":3398},[73],{"categories":3400},[73],{"categories":3402},[170],{"categories":3404},[148],{"categories":3406},[],{"categories":3408},[73],{"categories":3410},[225],{"categories":3412},[73],{"categories":3414},[73],{"categories":3416},[303],{"categories":3418},[2004],{"categories":3420},[73],{"categories":3422},[170],{"categories":3424},[145],{"categories":3426},[73],{"categories":3428},[145],{"categories":3430},[145],{"categories":3432},[73],{"categories":3434},[73],{"categories":3436},[145],{"categories":3438},[170],{"categories":3440},[170],{"categories":3442},[303],{"categories":3444},[131],{"categories":3446},[],{"categories":3448},[170],{"categories":3450},[126],{"categories":3452},[73],{"categories":3454},[131],{"categories":3456},[121],{"categories":3458},[145],{"categories":3460},[73],{"categories":3462},[126],{"categories":3464},[170],{"categories":3466},[],{"categories":3468},[73],{"categories":3470},[145],{"categories":3472},[73],{"categories":3474},[145],{"categories":3476},[148],{"categories":3478},[73],{"categories":3480},[170],{"categories":3482},[73],{"categories":3484},[145],{"categories":3486},[73],{"categories":3488},[131],{"categories":3490},[131],{"categories":3492},[170],{"categories":3494},[131],{"categories":3496},[303],{"categories":3498},[131],{"categories":3500},[73],{"categories":3502},[73],{"categories":3504},[73],{"categories":3506},[73],{"categories":3508},[73],{"categories":3510},[73],{"categories":3512},[145],{"categories":3514},[73],{"categories":3516},[],{"categories":3518},[131],{"categories":3520},[126],{"categories":3522},[145],{"categories":3524},[],{"categories":3526},[],{"categories":3528},[73],{"categories":3530},[131],{"categories":3532},[73],{"categories":3534},[73],{"categories":3536},[73],{"categories":3538},[3539],"Frameworks & Tooling",{"categories":3541},[73],{"categories":3543},[73],{"categories":3545},[145],{"categories":3547},[73],{"categories":3549},[73],{"categories":3551},[],{"categories":3553},[148],{"categories":3555},[148],{"categories":3557},[73],{"categories":3559},[121],{"categories":3561},[73],{"categories":3563},[131],{"categories":3565},[73],{"categories":3567},[225],{"categories":3569},[],{"categories":3571},[2004],{"categories":3573},[73],{"categories":3575},[145],{"categories":3577},[73],{"categories":3579},[303],{"categories":3581},[303],{"categories":3583},[],{"categories":3585},[73],{"categories":3587},[131],{"categories":3589},[131],{"categories":3591},[73],{"categories":3593},[73],{"categories":3595},[170],{"categories":3597},[131],{"categories":3599},[170],{"categories":3601},[73],{"categories":3603},[131],{"categories":3605},[],{"categories":3607},[225],{"categories":3609},[73],{"categories":3611},[73],{"categories":3613},[],{"categories":3615},[73],{"categories":3617},[73],{"categories":3619},[131],{"categories":3621},[73],{"categories":3623},[73],{"categories":3625},[73],{"categories":3627},[],{"categories":3629},[126],{"categories":3631},[145],{"categories":3633},[73],{"categories":3635},[145],{"categories":3637},[303],{"categories":3639},[73],{"categories":3641},[73],{"categories":3643},[73],{"categories":3645},[145],{"categories":3647},[73],{"categories":3649},[126],{"categories":3651},[73],{"categories":3653},[2004],{"categories":3655},[],{"categories":3657},[131],{"categories":3659},[121],{"categories":3661},[73],{"categories":3663},[121],{"categories":3665},[73],{"categories":3667},[],{"categories":3669},[131],{"categories":3671},[73],{"categories":3673},[73],{"categories":3675},[3676],"AI Design Tooling",{"categories":3678},[225],{"categories":3680},[73],{"categories":3682},[73],{"categories":3684},[145],{"categories":3686},[225],{"categories":3688},[73],{"categories":3690},[73],{"categories":3692},[145],{"categories":3694},[131],{"categories":3696},[170],{"categories":3698},[134],{"categories":3700},[145],{"categories":3702},[73],{"categories":3704},[73],{"categories":3706},[73],{"categories":3708},[131],{"categories":3710},[73],{"categories":3712},[],{"categories":3714},[131],{"categories":3716},[73],{"categories":3718},[73],{"categories":3720},[131],{"categories":3722},[73],{"categories":3724},[73],{"categories":3726},[73],{"categories":3728},[131],{"categories":3730},[],{"categories":3732},[131],{"categories":3734},[3539],{"categories":3736},[73],{"categories":3738},[73],{"categories":3740},[131],{"categories":3742},[131],{"categories":3744},[145],{"categories":3746},[145],{"categories":3748},[73],{"categories":3750},[73],{"categories":3752},[],{"categories":3754},[145],{"categories":3756},[73],{"categories":3758},[73],{"categories":3760},[131],{"categories":3762},[126],{"categories":3764},[73],{"categories":3766},[],{"categories":3768},[73],{"categories":3770},[73],{"categories":3772},[2527],{"categories":3774},[],{"categories":3776},[73],{"categories":3778},[73],{"categories":3780},[73],{"categories":3782},[73],{"categories":3784},[225],{"categories":3786},[73],{"categories":3788},[],{"categories":3790},[73],{"categories":3792},[73],{"categories":3794},[73],{"categories":3796},[73],{"categories":3798},[260],{"categories":3800},[170],{"categories":3802},[73],{"categories":3804},[73],{"categories":3806},[2004],{"categories":3808},[73],{"categories":3810},[121],{"categories":3812},[73],{"categories":3814},[73],{"categories":3816},[148],{"categories":3818},[131],{"categories":3820},[73],{"categories":3822},[73],{"categories":3824},[170],{"categories":3826},[131],{"categories":3828},[134],{"categories":3830},[],{"categories":3832},[73],{"categories":3834},[73],{"categories":3836},[225],{"categories":3838},[73],{"categories":3840},[260],{"categories":3842},[131],{"categories":3844},[73],{"categories":3846},[131],{"categories":3848},[73],{"categories":3850},[],{"categories":3852},[],{"categories":3854},[],{"categories":3856},[121],{"categories":3858},[170],{"categories":3860},[131],{"categories":3862},[73],{"categories":3864},[73],{"categories":3866},[73],{"categories":3868},[73],{"categories":3870},[73],{"categories":3872},[436],{"categories":3874},[73],{"categories":3876},[225],{"categories":3878},[131],{"categories":3880},[73],{"categories":3882},[],{"categories":3884},[73],{"categories":3886},[131],{"categories":3888},[131],{"categories":3890},[],{"categories":3892},[73],{"categories":3894},[131],{"categories":3896},[73],{"categories":3898},[],{"categories":3900},[134],{"categories":3902},[73],{"categories":3904},[73],{"categories":3906},[73],{"categories":3908},[170],{"categories":3910},[225],{"categories":3912},[131],{"categories":3914},[225],{"categories":3916},[131],{"categories":3918},[73],{"categories":3920},[126],{"categories":3922},[],{"categories":3924},[],{"categories":3926},[73],{"categories":3928},[73],{"categories":3930},[73],{"categories":3932},[121],{"categories":3934},[73],{"categories":3936},[131],{"categories":3938},[170],{"categories":3940},[],{"categories":3942},[225],{"categories":3944},[131],{"categories":3946},[],{"categories":3948},[145],{"categories":3950},[73],{"categories":3952},[145],{"categories":3954},[225],{"categories":3956},[145],{"categories":3958},[73],{"categories":3960},[],{"categories":3962},[73],{"categories":3964},[73],{"categories":3966},[131],{"categories":3968},[],{"categories":3970},[73],{"categories":3972},[73],{"categories":3974},[260],{"categories":3976},[73],{"categories":3978},[73],{"categories":3980},[73],{"categories":3982},[303],{"categories":3984},[145],{"categories":3986},[73],{"categories":3988},[131],{"categories":3990},[],{"categories":3992},[73],{"categories":3994},[131],{"categories":3996},[73],{"categories":3998},[121],{"categories":4000},[567],{"categories":4002},[73],{"categories":4004},[73],{"categories":4006},[73],{"categories":4008},[131],{"categories":4010},[73],{"categories":4012},[131],{"categories":4014},[73],{"categories":4016},[73],{"categories":4018},[73],{"categories":4020},[131],{"categories":4022},[134],{"categories":4024},[73],{"categories":4026},[73],{"categories":4028},[],{"categories":4030},[73],{"categories":4032},[73],{"categories":4034},[121],{"categories":4036},[73],{"categories":4038},[126],{"categories":4040},[145],{"categories":4042},[225],{"categories":4044},[],{"categories":4046},[73],{"categories":4048},[],{"categories":4050},[131],{"categories":4052},[73],{"categories":4054},[131],{"categories":4056},[],{"categories":4058},[131],{"categories":4060},[73],{"categories":4062},[145],{"categories":4064},[225],{"categories":4066},[170],{"categories":4068},[73],{"categories":4070},[170],{"categories":4072},[131],{"categories":4074},[73],{"categories":4076},[225],{"categories":4078},[73],{"categories":4080},[],{"categories":4082},[73],{"categories":4084},[159],{"categories":4086},[131],{"categories":4088},[73],{"categories":4090},[225],{"categories":4092},[170],{"categories":4094},[73],{"categories":4096},[126],{"categories":4098},[145],{"categories":4100},[73],{"categories":4102},[73],{"categories":4104},[73],{"categories":4106},[73],{"categories":4108},[134],{"categories":4110},[73],{"categories":4112},[170],{"categories":4114},[145],{"categories":4116},[260],{"categories":4118},[],{"categories":4120},[],{"categories":4122},[148],{"categories":4124},[498],{"categories":4126},[73],{"categories":4128},[131],{"categories":4130},[73,145],{"categories":4132},[170],{"categories":4134},[73],{"categories":4136},[73],{"categories":4138},[73],{"categories":4140},[73],{"categories":4142},[73],{"categories":4144},[73],{"categories":4146},[73],{"categories":4148},[126],{"categories":4150},[131],{"categories":4152},[73],{"categories":4154},[73],{"categories":4156},[131],{"categories":4158},[73],{"categories":4160},[73],{"categories":4162},[73],{"categories":4164},[],{"categories":4166},[73],{"categories":4168},[1354],{"categories":4170},[145],{"categories":4172},[225],{"categories":4174},[73],{"categories":4176},[73],{"categories":4178},[73],{"categories":4180},[73],{"categories":4182},[148],{"categories":4184},[131],{"categories":4186},[260],{"categories":4188},[303],{"categories":4190},[],{"categories":4192},[145],{"categories":4194},[73],{"categories":4196},[126],{"categories":4198},[131],{"categories":4200},[73],{"categories":4202},[121],{"categories":4204},[131],{"categories":4206},[73],{"categories":4208},[131],{"categories":4210},[131],{"categories":4212},[134],{"categories":4214},[145],{"categories":4216},[73],{"categories":4218},[73],{"categories":4220},[],{"categories":4222},[],{"categories":4224},[],{"categories":4226},[303],{"categories":4228},[73],{"categories":4230},[170],{"categories":4232},[73],{"categories":4234},[73],{"categories":4236},[73],{"categories":4238},[73],{"categories":4240},[145],{"categories":4242},[73],{"categories":4244},[],{"categories":4246},[73],{"categories":4248},[148],{"categories":4250},[126],{"categories":4252},[131],{"categories":4254},[73],{"categories":4256},[],{"categories":4258},[73],{"categories":4260},[131],{"categories":4262},[145],{"categories":4264},[73],{"categories":4266},[73],{"categories":4268},[73],{"categories":4270},[303],{"categories":4272},[],{"categories":4274},[225],{"categories":4276},[225],{"categories":4278},[73],{"categories":4280},[131],{"categories":4282},[],{"categories":4284},[145],{"categories":4286},[73],{"categories":4288},[225],{"categories":4290},[73],{"categories":4292},[126],{"categories":4294},[131],{"categories":4296},[73],{"categories":4298},[],{"categories":4300},[170],{"categories":4302},[73],{"categories":4304},[73],{"categories":4306},[73],{"categories":4308},[73],{"categories":4310},[73],{"categories":4312},[225],{"categories":4314},[131],{"categories":4316},[170],{"categories":4318},[],{"categories":4320},[131],{"categories":4322},[73],{"categories":4324},[126],{"categories":4326},[131],{"categories":4328},[225],{"categories":4330},[73],{"categories":4332},[73],{"categories":4334},[73],{"categories":4336},[498],{"categories":4338},[73],{"categories":4340},[131],{"categories":4342},[],{"categories":4344},[73],{"categories":4346},[73],{"categories":4348},[303],{"categories":4350},[170],{"categories":4352},[148],{"categories":4354},[615],{"categories":4356},[148],{"categories":4358},[148],{"categories":4360},[73],{"categories":4362},[],{"categories":4364},[],{"categories":4366},[],{"categories":4368},[131],{"categories":4370},[73],{"categories":4372},[73],{"categories":4374},[131],{"categories":4376},[131],{"categories":4378},[145],{"categories":4380},[73],{"categories":4382},[469],{"categories":4384},[145],{"categories":4386},[73],{"categories":4388},[131],{"categories":4390},[73],{"categories":4392},[73],{"categories":4394},[73],{"categories":4396},[126],{"categories":4398},[73],{"categories":4400},[73],{"categories":4402},[73],{"categories":4404},[73],{"categories":4406},[131],{"categories":4408},[134],{"categories":4410},[73],{"categories":4412},[],{"categories":4414},[],{"categories":4416},[73],{"categories":4418},[],{"categories":4420},[73],{"categories":4422},[131],{"categories":4424},[225],{"categories":4426},[73],{"categories":4428},[73],{"categories":4430},[131],{"categories":4432},[],{"categories":4434},[131],{"categories":4436},[131],{"categories":4438},[73],{"categories":4440},[73],{"categories":4442},[73],{"categories":4444},[134],{"categories":4446},[73],{"categories":4448},[225],{"categories":4450},[73],{"categories":4452},[131],{"categories":4454},[126],{"categories":4456},[73],{"categories":4458},[73],{"categories":4460},[131],{"categories":4462},[73],{"categories":4464},[260],{"categories":4466},[131],{"categories":4468},[73],{"categories":4470},[73],{"categories":4472},[73],{"categories":4474},[959],{"categories":4476},[73],{"categories":4478},[131],{"categories":4480},[73],{"categories":4482},[145],{"categories":4484},[73],{"categories":4486},[567],{"categories":4488},[225],{"categories":4490},[],{"categories":4492},[73],{"categories":4494},[73],{"categories":4496},[170],{"categories":4498},[498],{"categories":4500},[131],{"categories":4502},[73],{"categories":4504},[],{"categories":4506},[170],{"categories":4508},[413],{"categories":4510},[131],{"categories":4512},[131],{"categories":4514},[131],{"categories":4516},[73],{"categories":4518},[73],{"categories":4520},[131],{"categories":4522},[73],{"categories":4524},[],{"categories":4526},[126],{"categories":4528},[73],{"categories":4530},[225],{"categories":4532},[126],{"categories":4534},[131],{"categories":4536},[145],{"categories":4538},[],{"categories":4540},[145],{"categories":4542},[73],{"categories":4544},[73],{"categories":4546},[121],{"categories":4548},[73],{"categories":4550},[170],{"categories":4552},[303],{"categories":4554},[159],{"categories":4556},[131],{"categories":4558},[131],{"categories":4560},[73],{"categories":4562},[73],{"categories":4564},[131],{"categories":4566},[73],{"categories":4568},[121],{"categories":4570},[],{"categories":4572},[131],{"categories":4574},[73],{"categories":4576},[73],{"categories":4578},[73],{"categories":4580},[131],{"categories":4582},[73],{"categories":4584},[],{"categories":4586},[73],{"categories":4588},[],{"categories":4590},[225],{"categories":4592},[131],{"categories":4594},[131],{"categories":4596},[73,126],{"categories":4598},[131],{"categories":4600},[73],{"categories":4602},[],{"categories":4604},[121],{"categories":4606},[148],{"categories":4608},[126],{"categories":4610},[131],{"categories":4612},[73],{"categories":4614},[145],{"categories":4616},[73],{"categories":4618},[73],{"categories":4620},[131],{"categories":4622},[73],{"categories":4624},[73],{"categories":4626},[73],{"categories":4628},[170],{"categories":4630},[1354],{"categories":4632},[131],{"categories":4634},[73],{"categories":4636},[],{"categories":4638},[],{"categories":4640},[73],{"categories":4642},[131],{"categories":4644},[73],{"categories":4646},[73],{"categories":4648},[303],{"categories":4650},[],{"categories":4652},[73],{"categories":4654},[131],{"categories":4656},[159],{"categories":4658},[131],{"categories":4660},[73],{"categories":4662},[498],{"categories":4664},[],{"categories":4666},[436],{"categories":4668},[73],{"categories":4670},[131],{"categories":4672},[73],{"categories":4674},[73],{"categories":4676},[73],{"categories":4678},[260],{"categories":4680},[73],{"categories":4682},[131],{"categories":4684},[73],{"categories":4686},[148],{"categories":4688},[134],{"categories":4690},[131],{"categories":4692},[73],{"categories":4694},[498],{"categories":4696},[73],{"categories":4698},[303],{"categories":4700},[126],{"categories":4702},[],{"categories":4704},[73],{"categories":4706},[73],{"categories":4708},[73],{"categories":4710},[260],{"categories":4712},[225],{"categories":4714},[73],{"categories":4716},[73],{"categories":4718},[73],{"categories":4720},[],{"categories":4722},[260],{"categories":4724},[170],{"categories":4726},[73],{"categories":4728},[73],{"categories":4730},[73],{"categories":4732},[615],{"categories":4734},[121],{"categories":4736},[73],{"categories":4738},[134],{"categories":4740},[73],{"categories":4742},[73],{"categories":4744},[],{"categories":4746},[],{"categories":4748},[225],{"categories":4750},[73],{"categories":4752},[73],{"categories":4754},[148],{"categories":4756},[260],{"categories":4758},[131],{"categories":4760},[73],{"categories":4762},[73],{"categories":4764},[260],{"categories":4766},[126],{"categories":4768},[170],{"categories":4770},[73],{"categories":4772},[73],{"categories":4774},[],{"categories":4776},[73],{"categories":4778},[73],{"categories":4780},[],{"categories":4782},[73],{"categories":4784},[73],{"categories":4786},[642],{"categories":4788},[73],{"categories":4790},[73],{"categories":4792},[131],{"categories":4794},[145],{"categories":4796},[498],{"categories":4798},[73],{"categories":4800},[126],{"categories":4802},[73],{"categories":4804},[73],{"categories":4806},[],{"categories":4808},[73,145],{"categories":4810},[170],{"categories":4812},[131],{"categories":4814},[145],{"categories":4816},[131],{"categories":4818},[1001],{"categories":4820},[145],{"categories":4822},[145],{"categories":4824},[131],{"categories":4826},[73],{"categories":4828},[121],{"categories":4830},[73],{"categories":4832},[],{"categories":4834},[],{"categories":4836},[131],{"categories":4838},[73],{"categories":4840},[145],{"categories":4842},[131],{"categories":4844},[73],{"categories":4846},[121],{"categories":4848},[145],{"categories":4850},[145],{"categories":4852},[73],{"categories":4854},[260],{"categories":4856},[73],{"categories":4858},[73],{"categories":4860},[145],{"categories":4862},[73],{"categories":4864},[],{"categories":4866},[73],{"categories":4868},[73],{"categories":4870},[225,73],{"categories":4872},[303],{"categories":4874},[121],{"categories":4876},[73],{"categories":4878},[],{"categories":4880},[73],{"categories":4882},[73],{"categories":4884},[126],{"categories":4886},[73],{"categories":4888},[126],{"categories":4890},[73],{"categories":4892},[73],{"categories":4894},[413],{"categories":4896},[73],{"categories":4898},[126],{"categories":4900},[145],{"categories":4902},[148],{"categories":4904},[131],{"categories":4906},[73],{"categories":4908},[145],{"categories":4910},[73],{"categories":4912},[73],{"categories":4914},[170],{"categories":4916},[73],{"categories":4918},[260],{"categories":4920},[225],{"categories":4922},[73],{"categories":4924},[73],{"categories":4926},[134],{"categories":4928},[73],{"categories":4930},[73],{"categories":4932},[121],{"categories":4934},[73],{"categories":4936},[131],{"categories":4938},[131],{"categories":4940},[145],{"categories":4942},[73],{"categories":4944},[170],{"categories":4946},[145],{"categories":4948},[145],{"categories":4950},[73],{"categories":4952},[73],{"categories":4954},[],{"categories":4956},[],{"categories":4958},[148],{"categories":4960},[73],{"categories":4962},[145],{"categories":4964},[73],{"categories":4966},[225],{"categories":4968},[498],{"categories":4970},[436],{"categories":4972},[413],{"categories":4974},[73],{"categories":4976},[73],{"categories":4978},[145],{"categories":4980},[73],{"categories":4982},[148],{"categories":4984},[73],{"categories":4986},[73],{"categories":4988},[73],{"categories":4990},[73],{"categories":4992},[73],{"categories":4994},[73],{"categories":4996},[73],{"categories":4998},[131],{"categories":5000},[121],{"categories":5002},[134],{"categories":5004},[131],{"categories":5006},[73,126],{"categories":5008},[],{"categories":5010},[225],{"categories":5012},[],{"categories":5014},[134],{"categories":5016},[73],{"categories":5018},[170],{"categories":5020},[121],{"categories":5022},[73],{"categories":5024},[134],{"categories":5026},[121],{"categories":5028},[131],{"categories":5030},[148],{"categories":5032},[131],{"categories":5034},[126],{"categories":5036},[134],{"categories":5038},[73],{"categories":5040},[131],{"categories":5042},[73],{"categories":5044},[134],{"categories":5046},[73],{"categories":5048},[73],{"categories":5050},[126],{"categories":5052},[131],{"categories":5054},[145],{"categories":5056},[260],{"categories":5058},[73],{"categories":5060},[73],{"categories":5062},[],{"categories":5064},[170],{"categories":5066},[73],{"categories":5068},[73],{"categories":5070},[73],{"categories":5072},[73],{"categories":5074},[73],{"categories":5076},[73],{"categories":5078},[145],{"categories":5080},[170],{"categories":5082},[145],{"categories":5084},[145],{"categories":5086},[73],{"categories":5088},[73],{"categories":5090},[73],{"categories":5092},[73],{"categories":5094},[436],{"categories":5096},[73],{"categories":5098},[131],{"categories":5100},[131],{"categories":5102},[170],{"categories":5104},[73],{"categories":5106},[73],{"categories":5108},[73],{"categories":5110},[131],{"categories":5112},[73],{"categories":5114},[73],{"categories":5116},[73],{"categories":5118},[3539],{"categories":5120},[5121],"Clinical AI",{"categories":5123},[225],{"categories":5125},[73],{"categories":5127},[73],{"categories":5129},[73],{"categories":5131},[73],{"categories":5133},[303],{"categories":5135},[2810],{"categories":5137},[73],{"categories":5139},[134],{"categories":5141},[225],{"categories":5143},[73],{"categories":5145},[131],{"categories":5147},[73],{"categories":5149},[73],{"categories":5151},[170],{"categories":5153},[73],{"categories":5155},[131],{"categories":5157},[145],{"categories":5159},[260],{"categories":5161},[73],{"categories":5163},[73],{"categories":5165},[126],{"categories":5167},[73],{"categories":5169},[73],{"categories":5171},[567],{"categories":5173},[73],{"categories":5175},[],{"categories":5177},[131],{"categories":5179},[73],{"categories":5181},[145],{"categories":5183},[121],{"categories":5185},[73],{"categories":5187},[],{"categories":5189},[],{"categories":5191},[73],{"categories":5193},[],{"categories":5195},[126],{"categories":5197},[73],{"categories":5199},[131],{"categories":5201},[73],{"categories":5203},[131],{"categories":5205},[131],{"categories":5207},[73],{"categories":5209},[170],{"categories":5211},[170],{"categories":5213},[170],{"categories":5215},[170],{"categories":5217},[],{"categories":5219},[121],{"categories":5221},[131],{"categories":5223},[170],{"categories":5225},[73],{"categories":5227},[642],{"categories":5229},[134],{"categories":5231},[131],{"categories":5233},[73],{"categories":5235},[121],{"categories":5237},[73],{"categories":5239},[131],{"categories":5241},[73],{"categories":5243},[73],{"categories":5245},[73],{"categories":5247},[73],{"categories":5249},[73],{"categories":5251},[73,131],{"categories":5253},[131],{"categories":5255},[303],{"categories":5257},[73],{"categories":5259},[170],{"categories":5261},[131],{"categories":5263},[170],{"categories":5265},[131],{"categories":5267},[73],{"categories":5269},[],{"categories":5271},[170],{"categories":5273},[260],{"categories":5275},[121],{"categories":5277},[73],{"categories":5279},[73],{"categories":5281},[],{"categories":5283},[145],{"categories":5285},[],{"categories":5287},[121],{"categories":5289},[131],{"categories":5291},[170],{"categories":5293},[73],{"categories":5295},[170],{"categories":5297},[121],{"categories":5299},[170],{"categories":5301},[170],{"categories":5303},[],{"categories":5305},[126],{"categories":5307},[131],{"categories":5309},[170],{"categories":5311},[170],{"categories":5313},[170],{"categories":5315},[170],{"categories":5317},[170],{"categories":5319},[170],{"categories":5321},[170],{"categories":5323},[170],{"categories":5325},[170],{"categories":5327},[170],{"categories":5329},[148],{"categories":5331},[121],{"categories":5333},[73],{"categories":5335},[73],{"categories":5337},[131],{"categories":5339},[131],{"categories":5341},[],{"categories":5343},[73],{"categories":5345},[73,121],{"categories":5347},[],{"categories":5349},[131],{"categories":5351},[73],{"categories":5353},[170],{"categories":5355},[131],{"categories":5357},[131],{"categories":5359},[1001],{"categories":5361},[73],{"categories":5363},[73],{"categories":5365},[73],{"categories":5367},[73],{"categories":5369},[134],{"categories":5371},[73],{"categories":5373},[73],{"categories":5375},[413],{"categories":5377},[73],{"categories":5379},[73],{"categories":5381},[131],{"categories":5383},[73],{"categories":5385},[73],{"categories":5387},[73],{"categories":5389},[73],{"categories":5391},[126],{"categories":5393},[134],{"categories":5395},[131],{"categories":5397},[131],{"categories":5399},[],{"categories":5401},[131],{"categories":5403},[225],{"categories":5405},[170],{"categories":5407},[73],{"categories":5409},[],{"categories":5411},[73],{"categories":5413},[134],{"categories":5415},[134],{"categories":5417},[],{"categories":5419},[145],{"categories":5421},[73],{"categories":5423},[131],{"categories":5425},[225],{"categories":5427},[73],{"categories":5429},[73],{"categories":5431},[],{"categories":5433},[73],{"categories":5435},[73],{"categories":5437},[],{"categories":5439},[260],{"categories":5441},[73],{"categories":5443},[131],{"categories":5445},[],{"categories":5447},[],{"categories":5449},[73],{"categories":5451},[170],{"categories":5453},[121],{"categories":5455},[73],{"categories":5457},[73],{"categories":5459},[126],{"categories":5461},[73],{"categories":5463},[73],{"categories":5465},[131],{"categories":5467},[73],{"categories":5469},[126],{"categories":5471},[126],{"categories":5473},[225],{"categories":5475},[],{"categories":5477},[73],{"categories":5479},[126],{"categories":5481},[170],{"categories":5483},[],{"categories":5485},[73],{"categories":5487},[73],{"categories":5489},[225],{"categories":5491},[73],{"categories":5493},[73],{"categories":5495},[260],{"categories":5497},[73],{"categories":5499},[303],{"categories":5501},[],{"categories":5503},[131],{"categories":5505},[73],{"categories":5507},[260],{"categories":5509},[145],{"categories":5511},[],{"categories":5513},[73],{"categories":5515},[],{"categories":5517},[131],{"categories":5519},[225],{"categories":5521},[145],{"categories":5523},[],{"categories":5525},[3539],{"categories":5527},[126],{"categories":5529},[121],{"categories":5531},[73],{"categories":5533},[131],{"categories":5535},[148],{"categories":5537},[131],{"categories":5539},[73],{"categories":5541},[225],{"categories":5543},[73],{"categories":5545},[73],{"categories":5547},[145],{"categories":5549},[],{"categories":5551},[],{"categories":5553},[73],{"categories":5555},[121],{"categories":5557},[73],{"categories":5559},[260],{"categories":5561},[],{"categories":5563},[131],{"categories":5565},[131],{"categories":5567},[73],{"categories":5569},[131],{"categories":5571},[73],{"categories":5573},[170],{"categories":5575},[73],{"categories":5577},[145],{"categories":5579},[73],{"categories":5581},[73],{"categories":5583},[131],{"categories":5585},[134],{"categories":5587},[73],{"categories":5589},[73],{"categories":5591},[73],{"categories":5593},[73],{"categories":5595},[131],{"categories":5597},[73],{"categories":5599},[134],{"categories":5601},[260],{"categories":5603},[170],{"categories":5605},[],{"categories":5607},[260],{"categories":5609},[73],{"categories":5611},[],{"categories":5613},[145],{"categories":5615},[131],{"categories":5617},[],{"categories":5619},[73],{"categories":5621},[73],{"categories":5623},[73],{"categories":5625},[73],{"categories":5627},[73],{"categories":5629},[131],{"categories":5631},[126],{"categories":5633},[121],{"categories":5635},[73],{"categories":5637},[73],{"categories":5639},[131],{"categories":5641},[73],{"categories":5643},[225],{"categories":5645},[145],{"categories":5647},[145],{"categories":5649},[73],{"categories":5651},[148],{"categories":5653},[131],{"categories":5655},[73],{"categories":5657},[73],{"categories":5659},[131],{"categories":5661},[73],{"categories":5663},[73],{"categories":5665},[73],{"categories":5667},[131],{"categories":5669},[126],{"categories":5671},[73],{"categories":5673},[225],{"categories":5675},[145],{"categories":5677},[131],{"categories":5679},[73],{"categories":5681},[134],{"categories":5683},[73],{"categories":5685},[134],{"categories":5687},[131],{"categories":5689},[73],{"categories":5691},[73],{"categories":5693},[170],{"categories":5695},[73],{"categories":5697},[],{"categories":5699},[121],{"categories":5701},[73],{"categories":5703},[73],{"categories":5705},[73],{"categories":5707},[145],{"categories":5709},[145],{"categories":5711},[73],{"categories":5713},[145],{"categories":5715},[73],{"categories":5717},[131],{"categories":5719},[73],{"categories":5721},[73],{"categories":5723},[73],{"categories":5725},[73],{"categories":5727},[73],{"categories":5729},[],{"categories":5731},[73],{"categories":5733},[225],{"categories":5735},[131],{"categories":5737},[126],{"categories":5739},[170],{"categories":5741},[73],{"categories":5743},[131],{"categories":5745},[73],{"categories":5747},[131],{"categories":5749},[73],{"categories":5751},[73],{"categories":5753},[225],{"categories":5755},[131],{"categories":5757},[73],{"categories":5759},[260],{"categories":5761},[126],{"categories":5763},[73],{"categories":5765},[148],{"categories":5767},[73],{"categories":5769},[131],{"categories":5771},[73],{"categories":5773},[170],{"categories":5775},[73],{"categories":5777},[73],{"categories":5779},[73],{"categories":5781},[73],{"categories":5783},[131],{"categories":5785},[303],{"categories":5787},[73],{"categories":5789},[145],{"categories":5791},[131],{"categories":5793},[148],{"categories":5795},[],{"categories":5797},[131],{"categories":5799},[145],{"categories":5801},[73],{"categories":5803},[73],{"categories":5805},[73],{"categories":5807},[2630],{"categories":5809},[73],{"categories":5811},[225],{"categories":5813},[340],{"categories":5815},[73],{"categories":5817},[73],{"categories":5819},[73],{"categories":5821},[73],{"categories":5823},[73],{"categories":5825},[121],{"categories":5827},[131],{"categories":5829},[73],{"categories":5831},[73],{"categories":5833},[145],{"categories":5835},[126],{"categories":5837},[73],{"categories":5839},[73],{"categories":5841},[145],{"categories":5843},[73],{"categories":5845},[],{"categories":5847},[131],{"categories":5849},[131],{"categories":5851},[73],{"categories":5853},[73],{"categories":5855},[73],{"categories":5857},[148],{"categories":5859},[],{"categories":5861},[170],{"categories":5863},[],{"categories":5865},[170],{"categories":5867},[73],{"categories":5869},[73],{"categories":5871},[73],{"categories":5873},[131],{"categories":5875},[73],{"categories":5877},[131],{"categories":5879},[131],{"categories":5881},[],{"categories":5883},[73],{"categories":5885},[170],{"categories":5887},[73],{"categories":5889},[],{"categories":5891},[73],{"categories":5893},[225],{"categories":5895},[73],{"categories":5897},[],{"categories":5899},[73],{"categories":5901},[73],{"categories":5903},[225],{"categories":5905},[145],{"categories":5907},[131],{"categories":5909},[73],{"categories":5911},[73],{"categories":5913},[73],{"categories":5915},[73],{"categories":5917},[73],{"categories":5919},[260],{"categories":5921},[73],{"categories":5923},[73],{"categories":5925},[73],{"categories":5927},[121],{"categories":5929},[73],{"categories":5931},[73],{"categories":5933},[],{"categories":5935},[73],{"categories":5937},[73],{"categories":5939},[73],{"categories":5941},[],{"categories":5943},[131],{"categories":5945},[121],{"categories":5947},[73],{"categories":5949},[73],{"categories":5951},[73],{"categories":5953},[131],{"categories":5955},[73],{"categories":5957},[170],{"categories":5959},[73],{"categories":5961},[145],{"categories":5963},[134],{"categories":5965},[131],{"categories":5967},[498],{"categories":5969},[73],{"categories":5971},[73],{"categories":5973},[73],{"categories":5975},[73],{"categories":5977},[145],{"categories":5979},[170],{"categories":5981},[225],{"categories":5983},[73],{"categories":5985},[73],{"categories":5987},[73],{"categories":5989},[73],{"categories":5991},[73],{"categories":5993},[73],{"categories":5995},[170],{"categories":5997},[73],{"categories":5999},[225],{"categories":6001},[73],{"categories":6003},[73],{"categories":6005},[170],{"categories":6007},[225],{"categories":6009},[73],{"categories":6011},[170],{"categories":6013},[73],{"categories":6015},[131],{"categories":6017},[131],{"categories":6019},[131],{"categories":6021},[73],{"categories":6023},[145],{"categories":6025},[170],{"categories":6027},[131],{"categories":6029},[131],{"categories":6031},[73],{"categories":6033},[145],{"categories":6035},[225],{"categories":6037},[73],{"categories":6039},[73],{"categories":6041},[131],{"categories":6043},[73],{"categories":6045},[],{"categories":6047},[131],{"categories":6049},[],{"categories":6051},[73],{"categories":6053},[73],{"categories":6055},[],{"categories":6057},[],{"categories":6059},[131],{"categories":6061},[126],{"categories":6063},[131],{"categories":6065},[6066],"Liability & Ethics",{"categories":6068},[73],{"categories":6070},[73],{"categories":6072},[73],{"categories":6074},[131],{"categories":6076},[121],{"categories":6078},[131],{"categories":6080},[126],{"categories":6082},[260],{"categories":6084},[73],{"categories":6086},[131],{"categories":6088},[73],{"categories":6090},[73],{"categories":6092},[73],{"categories":6094},[],{"categories":6096},[615],{"categories":6098},[131],{"categories":6100},[],{"categories":6102},[73],{"categories":6104},[121],{"categories":6106},[131],{"categories":6108},[73],{"categories":6110},[],{"categories":6112},[131],{"categories":6114},[73],{"categories":6116},[73],{"categories":6118},[145],{"categories":6120},[73],{"categories":6122},[170],{"categories":6124},[73],{"categories":6126},[73],{"categories":6128},[134],{"categories":6130},[73],{"categories":6132},[131],{"categories":6134},[73],{"categories":6136},[73],{"categories":6138},[73],{"categories":6140},[170],{"categories":6142},[131],{"categories":6144},[145],{"categories":6146},[225],{"categories":6148},[121],{"categories":6150},[73],{"categories":6152},[73],{"categories":6154},[73],{"categories":6156},[],{"categories":6158},[131],{"categories":6160},[131],{"categories":6162},[131],{"categories":6164},[498],{"categories":6166},[131],{"categories":6168},[225],{"categories":6170},[131],{"categories":6172},[303],{"categories":6174},[145],{"categories":6176},[170],{"categories":6178},[73],{"categories":6180},[225],{"categories":6182},[73],{"categories":6184},[121],{"categories":6186},[73],{"categories":6188},[],{"categories":6190},[73],{"categories":6192},[131],{"categories":6194},[73],{"categories":6196},[73],{"categories":6198},[73],{"categories":6200},[73],{"categories":6202},[131],{"categories":6204},[73],{"categories":6206},[73],{"categories":6208},[225],{"categories":6210},[131],{"categories":6212},[],{"categories":6214},[131],{"categories":6216},[134],{"categories":6218},[73],{"categories":6220},[170],{"categories":6222},[131],{"categories":6224},[126],{"categories":6226},[],{"categories":6228},[73],{"categories":6230},[73],{"categories":6232},[134],{"categories":6234},[73],{"categories":6236},[131],{"categories":6238},[170],{"categories":6240},[121],{"categories":6242},[303],{"categories":6244},[73],{"categories":6246},[73],{"categories":6248},[73],{"categories":6250},[170],{"categories":6252},[126],{"categories":6254},[73],{"categories":6256},[225],{"categories":6258},[170],{"categories":6260},[303],{"categories":6262},[73],{"categories":6264},[131],{"categories":6266},[],{"categories":6268},[567],{"categories":6270},[],{"categories":6272},[73],{"categories":6274},[303],{"categories":6276},[73],{"categories":6278},[148],{"categories":6280},[73],{"categories":6282},[131],{"categories":6284},[131],{"categories":6286},[6287],"Design News & Tools",{"categories":6289},[73],{"categories":6291},[73],{"categories":6293},[170],{"categories":6295},[73],{"categories":6297},[73],{"categories":6299},[73],{"categories":6301},[121],{"categories":6303},[131],{"categories":6305},[73],{"categories":6307},[225],{"categories":6309},[131],{"categories":6311},[131],{"categories":6313},[225],{"categories":6315},[73],{"categories":6317},[73],{"categories":6319},[73],{"categories":6321},[498],{"categories":6323},[131],{"categories":6325},[73],{"categories":6327},[131],{"categories":6329},[73],{"categories":6331},[73],{"categories":6333},[498],{"categories":6335},[73],{"categories":6337},[260],{"categories":6339},[73],{"categories":6341},[131],{"categories":6343},[131],{"categories":6345},[],{"categories":6347},[73],{"categories":6349},[73],{"categories":6351},[73],{"categories":6353},[170],{"categories":6355},[73],{"categories":6357},[121],{"categories":6359},[],{"categories":6361},[73],{"categories":6363},[73],{"categories":6365},[73],{"categories":6367},[145],{"categories":6369},[642],{"categories":6371},[145],{"categories":6373},[225],{"categories":6375},[73],{"categories":6377},[73,131],{"categories":6379},[260,126],{"categories":6381},[145],{"categories":6383},[73],{"categories":6385},[73],{"categories":6387},[73],{"categories":6389},[73],{"categories":6391},[],{"categories":6393},[145],{"categories":6395},[131],{"categories":6397},[73],{"categories":6399},[73],{"categories":6401},[],{"categories":6403},[73],{"categories":6405},[145],{"categories":6407},[73],{"categories":6409},[145],{"categories":6411},[73],{"categories":6413},[],{"categories":6415},[131],{"categories":6417},[73],{"categories":6419},[126],{"categories":6421},[73],{"categories":6423},[170],{"categories":6425},[73],{"categories":6427},[],{"categories":6429},[73],{"categories":6431},[131],{"categories":6433},[73],{"categories":6435},[],{"categories":6437},[225],{"categories":6439},[73],{"categories":6441},[73],{"categories":6443},[131],{"categories":6445},[73],{"categories":6447},[73],{"categories":6449},[73],{"categories":6451},[121],{"categories":6453},[73],{"categories":6455},[131],{"categories":6457},[73],{"categories":6459},[],{"categories":6461},[73],{"categories":6463},[303],{"categories":6465},[260],{"categories":6467},[126],{"categories":6469},[126],{"categories":6471},[73],{"categories":6473},[73],{"categories":6475},[121],{"categories":6477},[121],{"categories":6479},[73],{"categories":6481},[131],{"categories":6483},[73],{"categories":6485},[73],{"categories":6487},[73],{"categories":6489},[73],{"categories":6491},[145],{"categories":6493},[73],{"categories":6495},[121],{"categories":6497},[73],{"categories":6499},[73],{"categories":6501},[131],{"categories":6503},[73],{"categories":6505},[260],{"categories":6507},[73],{"categories":6509},[170],{"categories":6511},[73],{"categories":6513},[73],{"categories":6515},[131],{"categories":6517},[134],{"categories":6519},[73],{"categories":6521},[131],{"categories":6523},[73],{"categories":6525},[131],{"categories":6527},[],{"categories":6529},[145],{"categories":6531},[],{"categories":6533},[145],{"categories":6535},[131],{"categories":6537},[121],{"categories":6539},[73],{"categories":6541},[],{"categories":6543},[148],{"categories":6545},[303],{"categories":6547},[73],{"categories":6549},[145],{"categories":6551},[73],{"categories":6553},[],{"categories":6555},[170],{"categories":6557},[131],{"categories":6559},[145],{"categories":6561},[225],{"categories":6563},[126],{"categories":6565},[73],{"categories":6567},[73],{"categories":6569},[131],{"categories":6571},[145],{"categories":6573},[131],{"categories":6575},[170],{"categories":6577},[73],{"categories":6579},[134],{"categories":6581},[121],{"categories":6583},[134],{"categories":6585},[170],{"categories":6587},[73],{"categories":6589},[73],{"categories":6591},[145],{"categories":6593},[73],{"categories":6595},[225],{"categories":6597},[126],{"categories":6599},[73],{"categories":6601},[73],{"categories":6603},[73],{"categories":6605},[73],{"categories":6607},[73],{"categories":6609},[73],{"categories":6611},[131],{"categories":6613},[73],{"categories":6615},[73],{"categories":6617},[73],{"categories":6619},[131],{"categories":6621},[73],{"categories":6623},[73],{"categories":6625},[121],{"categories":6627},[73],{"categories":6629},[131],{"categories":6631},[131],{"categories":6633},[225],{"categories":6635},[131],{"categories":6637},[73],{"categories":6639},[131],{"categories":6641},[73],{"categories":6643},[121],{"categories":6645},[131],{"categories":6647},[225],{"categories":6649},[],{"categories":6651},[73],{"categories":6653},[148],{"categories":6655},[498],{"categories":6657},[73],{"categories":6659},[131],{"categories":6661},[73],{"categories":6663},[73],{"categories":6665},[145],{"categories":6667},[73],{"categories":6669},[],{"categories":6671},[73],{"categories":6673},[131],{"categories":6675},[126],{"categories":6677},[73],{"categories":6679},[260],{"categories":6681},[225],{"categories":6683},[73],{"categories":6685},[145],{"categories":6687},[73],{"categories":6689},[73],{"categories":6691},[170],{"categories":6693},[131],{"categories":6695},[73],{"categories":6697},[260],{"categories":6699},[131],{"categories":6701},[126],{"categories":6703},[126],{"categories":6705},[73],{"categories":6707},[73],{"categories":6709},[73],{"categories":6711},[73],{"categories":6713},[73],{"categories":6715},[73],{"categories":6717},[121],{"categories":6719},[73],{"categories":6721},[],{"categories":6723},[73],{"categories":6725},[73],{"categories":6727},[131],{"categories":6729},[73],{"categories":6731},[131],{"categories":6733},[73],{"categories":6735},[73],{"categories":6737},[73],{"categories":6739},[73],{"categories":6741},[73],{"categories":6743},[73],{"categories":6745},[145],{"categories":6747},[],{"categories":6749},[121],{"categories":6751},[73],{"categories":6753},[73],{"categories":6755},[131],{"categories":6757},[131],{"categories":6759},[],{"categories":6761},[145],{"categories":6763},[145],{"categories":6765},[73],{"categories":6767},[260],{"categories":6769},[126],{"categories":6771},[225],{"categories":6773},[73],{"categories":6775},[],{"categories":6777},[73],{"categories":6779},[131],{"categories":6781},[121],{"categories":6783},[73],{"categories":6785},[73],{"categories":6787},[145],{"categories":6789},[121],{"categories":6791},[73],{"categories":6793},[73],{"categories":6795},[170],{"categories":6797},[148],{"categories":6799},[73],{"categories":6801},[170],{"categories":6803},[73],{"categories":6805},[131],{"categories":6807},[73],{"categories":6809},[73],{"categories":6811},[],{"categories":6813},[170],{"categories":6815},[131],{"categories":6817},[225],{"categories":6819},[148],{"categories":6821},[73],{"categories":6823},[73],{"categories":6825},[73],{"categories":6827},[],{"categories":6829},[131],{"categories":6831},[131],{"categories":6833},[131],{"categories":6835},[3539],{"categories":6837},[170],{"categories":6839},[73],{"categories":6841},[145],{"categories":6843},[134],{"categories":6845},[73],{"categories":6847},[73],{"categories":6849},[73],{"categories":6851},[73],{"categories":6853},[73],{"categories":6855},[131],{"categories":6857},[73],{"categories":6859},[126],{"categories":6861},[73],{"categories":6863},[121],{"categories":6865},[2004],{"categories":6867},[303],{"categories":6869},[121],{"categories":6871},[],{"categories":6873},[134],{"categories":6875},[73],{"categories":6877},[],{"categories":6879},[73],{"categories":6881},[170],{"categories":6883},[131],{"categories":6885},[225],{"categories":6887},[73],{"categories":6889},[131],{"categories":6891},[73],{"categories":6893},[73],{"categories":6895},[73],{"categories":6897},[73],{"categories":6899},[170],{"categories":6901},[],{"categories":6903},[73],{"categories":6905},[131],{"categories":6907},[73],{"categories":6909},[131],{"categories":6911},[131],{"categories":6913},[],{"categories":6915},[73],{"categories":6917},[],{"categories":6919},[170],{"categories":6921},[121],{"categories":6923},[73],{"categories":6925},[225],{"categories":6927},[73],{"categories":6929},[131],{"categories":6931},[170],{"categories":6933},[73],{"categories":6935},[170],{"categories":6937},[],{"categories":6939},[170],{"categories":6941},[73],{"categories":6943},[121],{"categories":6945},[131],{"categories":6947},[498],{"categories":6949},[73],{"categories":6951},[131],{"categories":6953},[73],{"categories":6955},[],{"categories":6957},[145],{"categories":6959},[131],{"categories":6961},[134],{"categories":6963},[131],{"categories":6965},[73],{"categories":6967},[121],{"categories":6969},[73],{"categories":6971},[73],{"categories":6973},[],{"categories":6975},[],{"categories":6977},[],{"categories":6979},[225],{"categories":6981},[73],{"categories":6983},[131],{"categories":6985},[73],{"categories":6987},[73],{"categories":6989},[],{"categories":6991},[],{"categories":6993},[],{"categories":6995},[73],{"categories":6997},[131],{"categories":6999},[225],{"categories":7001},[73],{"categories":7003},[73],{"categories":7005},[],{"categories":7007},[131],{"categories":7009},[73],{"categories":7011},[73],{"categories":7013},[121],{"categories":7015},[],{"categories":7017},[],{"categories":7019},[73],{"categories":7021},[73],{"categories":7023},[73],{"categories":7025},[131],{"categories":7027},[225],{"categories":7029},[73],{"categories":7031},[170],{"categories":7033},[],{"categories":7035},[73],{"categories":7037},[73],{"categories":7039},[260],{"categories":7041},[170],{"categories":7043},[260],{"categories":7045},[145],{"categories":7047},[148],{"categories":7049},[73],{"categories":7051},[73],{"categories":7053},[],{"categories":7055},[],{"categories":7057},[131],{"categories":7059},[],{"categories":7061},[73],{"categories":7063},[498],{"categories":7065},[73],{"categories":7067},[73],{"categories":7069},[73],{"categories":7071},[73],{"categories":7073},[],{"categories":7075},[131],{"categories":7077},[73],{"categories":7079},[73],{"categories":7081},[],{"categories":7083},[131],{"categories":7085},[131],{"categories":7087},[73],{"categories":7089},[170],{"categories":7091},[73],{"categories":7093},[260],{"categories":7095},[73],{"categories":7097},[131],{"categories":7099},[126],{"categories":7101},[134],{"categories":7103},[73],{"categories":7105},[73],{"categories":7107},[131],{"categories":7109},[131],{"categories":7111},[148],{"categories":7113},[131],{"categories":7115},[131],{"categories":7117},[],{"categories":7119},[73],{"categories":7121},[131],{"categories":7123},[],{"categories":7125},[73],{"categories":7127},[],{"categories":7129},[170],{"categories":7131},[126],{"categories":7133},[],{"categories":7135},[73],{"categories":7137},[73],{"categories":7139},[73],{"categories":7141},[],{"categories":7143},[131],{"categories":7145},[225],{"categories":7147},[121],{"categories":7149},[73],{"categories":7151},[],{"categories":7153},[126],{"categories":7155},[260],{"categories":7157},[73],{"categories":7159},[145],{"categories":7161},[121],{"categories":7163},[148],{"categories":7165},[126],{"categories":7167},[145],{"categories":7169},[131],{"categories":7171},[145],{"categories":7173},[],{"categories":7175},[73],{"categories":7177},[134],{"categories":7179},[134],{"categories":7181},[73],{"categories":7183},[],{"categories":7185},[131],{"categories":7187},[131],{"categories":7189},[121],{"categories":7191},[225],{"categories":7193},[73],{"categories":7195},[73],{"categories":7197},[121],{"categories":7199},[131],{"categories":7201},[303],{"categories":7203},[73],{"categories":7205},[73],{"categories":7207},[73],{"categories":7209},[73],{"categories":7211},[73],{"categories":7213},[121],{"categories":7215},[73],{"categories":7217},[145],{"categories":7219},[148],{"categories":7221},[131],{"categories":7223},[],{"categories":7225},[73],{"categories":7227},[73],{"categories":7229},[73],{"categories":7231},[145],{"categories":7233},[131],{"categories":7235},[170],{"categories":7237},[145],{"categories":7239},[73],{"categories":7241},[134],{"categories":7243},[73],{"categories":7245},[],{"categories":7247},[225],{"categories":7249},[145],{"categories":7251},[170],{"categories":7253},[73],{"categories":7255},[73],{"categories":7257},[121],{"categories":7259},[131],{"categories":7261},[73],{"categories":7263},[73],{"categories":7265},[131],{"categories":7267},[134],{"categories":7269},[73],{"categories":7271},[131],{"categories":7273},[73],{"categories":7275},[126],{"categories":7277},[73],{"categories":7279},[131],{"categories":7281},[131,303],{"categories":7283},[73],{"categories":7285},[73],{"categories":7287},[131],{"categories":7289},[145],{"categories":7291},[73],{"categories":7293},[73],{"categories":7295},[73],{"categories":7297},[148],{"categories":7299},[131],{"categories":7301},[260],{"categories":7303},[131],{"categories":7305},[126],{"categories":7307},[],{"categories":7309},[131],{"categories":7311},[73],{"categories":7313},[126],{"categories":7315},[],{"categories":7317},[],{"categories":7319},[73],{"categories":7321},[145],{"categories":7323},[73],{"categories":7325},[73],{"categories":7327},[73],{"categories":7329},[131],{"categories":7331},[73],{"categories":7333},[148],{"categories":7335},[260],{"categories":7337},[73],{"categories":7339},[73],{"categories":7341},[73],{"categories":7343},[73],{"categories":7345},[131],{"categories":7347},[],{"categories":7349},[131],{"categories":7351},[170],{"categories":7353},[73],{"categories":7355},[131],{"categories":7357},[131],{"categories":7359},[73],{"categories":7361},[],{"categories":7363},[170],{"categories":7365},[145],{"categories":7367},[3539],{"categories":7369},[121],{"categories":7371},[145],{"categories":7373},[73],{"categories":7375},[131],{"categories":7377},[73],{"categories":7379},[73],{"categories":7381},[260],{"categories":7383},[145],{"categories":7385},[148],{"categories":7387},[],{"categories":7389},[170],{"categories":7391},[73],{"categories":7393},[73],{"categories":7395},[],{"categories":7397},[131],{"categories":7399},[73],{"categories":7401},[73],{"categories":7403},[73],{"categories":7405},[73],{"categories":7407},[131],{"categories":7409},[73],{"categories":7411},[73],{"categories":7413},[73],{"categories":7415},[73],{"categories":7417},[73],{"categories":7419},[134],{"categories":7421},[73],{"categories":7423},[131],{"categories":7425},[73],{"categories":7427},[73],{"categories":7429},[73],{"categories":7431},[73],{"categories":7433},[73],{"categories":7435},[73],{"categories":7437},[73],{"categories":7439},[126],{"categories":7441},[],{"categories":7443},[134],{"categories":7445},[73],{"categories":7447},[170],{"categories":7449},[131],{"categories":7451},[73],{"categories":7453},[145],{"categories":7455},[],{"categories":7457},[145],{"categories":7459},[145],{"categories":7461},[131],{"categories":7463},[145],{"categories":7465},[73],{"categories":7467},[73],{"categories":7469},[73],{"categories":7471},[131],{"categories":7473},[145],{"categories":7475},[73],{"categories":7477},[73],{"categories":7479},[73],{"categories":7481},[131],{"categories":7483},[170],{"categories":7485},[73],{"categories":7487},[73],{"categories":7489},[73],{"categories":7491},[126],{"categories":7493},[73],{"categories":7495},[131],{"categories":7497},[225],{"categories":7499},[],{"categories":7501},[73],{"categories":7503},[73],{"categories":7505},[148],{"categories":7507},[73],{"categories":7509},[131],{"categories":7511},[73],{"categories":7513},[73],{"categories":7515},[],{"categories":7517},[73],{"categories":7519},[73],{"categories":7521},[170],{"categories":7523},[73],{"categories":7525},[73],{"categories":7527},[131],{"categories":7529},[260],{"categories":7531},[],{"categories":7533},[],{"categories":7535},[145],{"categories":7537},[73],{"categories":7539},[73],{"categories":7541},[134],{"categories":7543},[170],{"categories":7545},[73],{"categories":7547},[145],{"categories":7549},[170],{"categories":7551},[73],{"categories":7553},[73],{"categories":7555},[260],{"categories":7557},[148],{"categories":7559},[73],{"categories":7561},[73],{"categories":7563},[121],{"categories":7565},[131],{"categories":7567},[73],{"categories":7569},[73],{"categories":7571},[131],{"categories":7573},[126],{"categories":7575},[131],{"categories":7577},[145],{"categories":7579},[73],{"categories":7581},[126],{"categories":7583},[],{"categories":7585},[73],{"categories":7587},[148],{"categories":7589},[73],{"categories":7591},[73],{"categories":7593},[],{"categories":7595},[170],{"categories":7597},[73],{"categories":7599},[131],{"categories":7601},[148],{"categories":7603},[73],{"categories":7605},[145],{"categories":7607},[145],{"categories":7609},[145],{"categories":7611},[73],{"categories":7613},[131],{"categories":7615},[131],{"categories":7617},[73],{"categories":7619},[131],{"categories":7621},[73],{"categories":7623},[73],{"categories":7625},[225],{"categories":7627},[148],{"categories":7629},[148],{"categories":7631},[],{"categories":7633},[170],{"categories":7635},[73],{"categories":7637},[73],{"categories":7639},[145],{"categories":7641},[],{"categories":7643},[170],{"categories":7645},[170],{"categories":7647},[170],{"categories":7649},[],{"categories":7651},[131],{"categories":7653},[73],{"categories":7655},[],{"categories":7657},[121],{"categories":7659},[126],{"categories":7661},[],{"categories":7663},[73],{"categories":7665},[73],{"categories":7667},[],{"categories":7669},[145],{"categories":7671},[],{"categories":7673},[],{"categories":7675},[],{"categories":7677},[],{"categories":7679},[73],{"categories":7681},[170],{"categories":7683},[],{"categories":7685},[],{"categories":7687},[73],{"categories":7689},[73],{"categories":7691},[73],{"categories":7693},[148],{"categories":7695},[73],{"categories":7697},[148],{"categories":7699},[],{"categories":7701},[148],{"categories":7703},[148],{"categories":7705},[303],{"categories":7707},[131],{"categories":7709},[145],{"categories":7711},[],{"categories":7713},[],{"categories":7715},[148],{"categories":7717},[145],{"categories":7719},[145],{"categories":7721},[145],{"categories":7723},[],{"categories":7725},[121],{"categories":7727},[145],{"categories":7729},[145],{"categories":7731},[121],{"categories":7733},[145],{"categories":7735},[126],{"categories":7737},[145],{"categories":7739},[145],{"categories":7741},[145],{"categories":7743},[148],{"categories":7745},[170],{"categories":7747},[170],{"categories":7749},[73],{"categories":7751},[145],{"categories":7753},[148],{"categories":7755},[303],{"categories":7757},[148],{"categories":7759},[148],{"categories":7761},[148],{"categories":7763},[],{"categories":7765},[126],{"categories":7767},[],{"categories":7769},[303],{"categories":7771},[145],{"categories":7773},[145],{"categories":7775},[145],{"categories":7777},[131],{"categories":7779},[170,126],{"categories":7781},[148],{"categories":7783},[],{"categories":7785},[],{"categories":7787},[148],{"categories":7789},[],{"categories":7791},[148],{"categories":7793},[170],{"categories":7795},[131],{"categories":7797},[],{"categories":7799},[145],{"categories":7801},[73],{"categories":7803},[225],{"categories":7805},[],{"categories":7807},[73],{"categories":7809},[],{"categories":7811},[170],{"categories":7813},[121],{"categories":7815},[148],{"categories":7817},[],{"categories":7819},[145],{"categories":7821},[170],[7823,7919,8031,8132],{"id":7824,"title":7825,"ai":7826,"body":7831,"categories":7899,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":7900,"navigation":97,"path":7906,"published_at":7907,"question":74,"scraped_at":7908,"seo":7909,"sitemap":7910,"source_id":7911,"source_name":7912,"source_type":105,"source_url":7913,"stem":7914,"tags":7915,"thumbnail_url":74,"tldr":7916,"tweet":74,"unknown_tags":7917,"__hash__":7918},"summaries\u002Fsummaries\u002F37974540c9069d54-the-hidden-costs-of-ai-agentic-loop-engineering-summary.md","The Hidden Costs of AI Agentic Loop Engineering",{"provider":7,"model":8,"input_tokens":7827,"output_tokens":7828,"processing_time_ms":7829,"cost_usd":7830},4073,554,3833,0.00184925,{"type":14,"value":7832,"toc":7894},[7833,7837,7840,7844,7847,7867,7871,7874],[17,7834,7836],{"id":7835},"the-illusion-of-autonomous-problem-solving","The Illusion of Autonomous Problem Solving",[22,7838,7839],{},"Loop engineering—the practice of creating autonomous agents that iterate on tasks without human intervention—is currently overhyped. While the promise of agents that can self-heal CI\u002FCD pipelines or triage bugs overnight is compelling, the reality is that these systems often lack the situational awareness required for complex engineering environments. When an agent operates in a high-context environment, such as a live incident with rapidly evolving Slack threads, shifting hypotheses, and team-wide communication, it often fails to integrate the necessary nuance, leading to compounding errors that are difficult to debug.",[17,7841,7843],{"id":7842},"when-loops-actually-deliver-value","When Loops Actually Deliver Value",[22,7845,7846],{},"Agentic loops are most effective when applied to isolated, deterministic, and low-stakes tasks. The primary criteria for a successful loop implementation include:",[33,7848,7849,7855,7861],{},[36,7850,7851,7854],{},[39,7852,7853],{},"Clear Boundaries:"," The task must have a well-defined scope where the agent cannot drift into unrelated system areas.",[36,7856,7857,7860],{},[39,7858,7859],{},"Deterministic Feedback:"," The agent must be able to verify its own success through objective metrics (e.g., a specific test suite passing) rather than subjective judgment.",[36,7862,7863,7866],{},[39,7864,7865],{},"Low Cost of Failure:"," If the agent makes a mistake, the impact should be contained and easily reversible.",[17,7868,7870],{"id":7869},"the-hidden-risks-of-over-automation","The Hidden Risks of Over-Automation",[22,7872,7873],{},"The danger of loop engineering lies in its ability to mask failures. Because these systems often run in the background, they can \"solve\" problems by applying incorrect patches that pass superficial checks but introduce technical debt or security vulnerabilities.",[33,7875,7876,7882,7888],{},[36,7877,7878,7881],{},[39,7879,7880],{},"Context Drift:"," Agents lack the ability to track the \"human\" context of a problem, such as why a specific architectural decision was made, leading them to suggest changes that contradict the system's long-term strategy.",[36,7883,7884,7887],{},[39,7885,7886],{},"Cost Inflation:"," Unchecked loops can lead to massive token consumption and API costs, especially when agents enter infinite retry cycles on unsolvable problems.",[36,7889,7890,7893],{},[39,7891,7892],{},"Debugging Complexity:"," When an agent-driven process fails, the resulting state is often a \"black box\" of automated commits or configuration changes, making it significantly harder for human engineers to perform a root-cause analysis compared to a standard, human-authored change.",{"title":66,"searchDepth":67,"depth":67,"links":7895},[7896,7897,7898],{"id":7835,"depth":67,"text":7836},{"id":7842,"depth":67,"text":7843},{"id":7869,"depth":67,"text":7870},[73],{"content_references":7901,"triage":7902},[],{"relevance":94,"novelty":7903,"quality":94,"actionability":7903,"composite":7904,"reasoning":7905},3,3.6,"Category: AI Automation. The article discusses the practical implications and risks of AI agentic loops, addressing a specific pain point for product builders regarding the limitations of automation in complex environments. It provides insights into when these systems can be effective and when they can lead to costly errors, which is valuable for developers and founders considering AI integration.","\u002Fsummaries\u002F37974540c9069d54-the-hidden-costs-of-ai-agentic-loop-engineering-summary","2026-06-29 19:47:19","2026-06-30 12:57:04",{"title":7825,"description":66},{"loc":7906},"37974540c9069d54","Level Up Coding","https:\u002F\u002Flevelup.gitconnected.com\u002Fai-agentic-loop-engineering-5a6e5b5ae800?source=rss----5517fd7b58a6---4","summaries\u002F37974540c9069d54-the-hidden-costs-of-ai-agentic-loop-engineering-summary",[109,110,111,112],"AI agentic loops are powerful for isolated, deterministic tasks but dangerous for complex, high-context environments where they can propagate errors and inflate costs silently.",[112],"aRiEVWnbgAdeCrdO-d0U78IwT4X2qmlnS7pTgdU3Teg",{"id":7920,"title":7921,"ai":7922,"body":7927,"categories":8001,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":8002,"navigation":97,"path":8015,"published_at":8016,"question":74,"scraped_at":8017,"seo":8018,"sitemap":8019,"source_id":8020,"source_name":8021,"source_type":8022,"source_url":8023,"stem":8024,"tags":8025,"thumbnail_url":8026,"tldr":8027,"tweet":8028,"unknown_tags":8029,"__hash__":8030},"summaries\u002Fsummaries\u002F55d4a5bb9bde0abb-building-production-ready-ai-agents-with-eve-summary.md","Building Production-Ready AI Agents with Eve",{"provider":7,"model":8,"input_tokens":7923,"output_tokens":7924,"processing_time_ms":7925,"cost_usd":7926},7660,788,3785,0.003097,{"type":14,"value":7928,"toc":7996},[7929,7933,7936,7939,7943,7946,7950,7957,7960,7993],[17,7930,7932],{"id":7931},"the-evolution-of-agent-architecture","The Evolution of Agent Architecture",[22,7934,7935],{},"Andrew Qu’s team at Vercel initially struggled to build an effective data science agent (D0). Their first attempt—a single \"mega-prompt\"—provided a baseline but lacked reliability. They then moved to a chain-of-thought architecture where specialized agents handled planning, execution, and reporting. While this improved performance, it hit a ceiling because each agent only received a summary of the previous step, losing critical context.",[22,7937,7938],{},"The breakthrough came from observing the behavior of Claude Code. Instead of prescriptive, rigid tool chains, the team realized that providing a simple file system (list, read, write, bash) allowed the model to leverage its native training to explore and solve problems autonomously. By moving to a sandbox environment where the agent could interact with a full semantic layer via standard file operations, their evaluation scores doubled.",[17,7940,7942],{"id":7941},"scaling-knowledge-with-skills","Scaling Knowledge with Skills",[22,7944,7945],{},"To move beyond generic capabilities, the team implemented a \"skills\" system. They identified that many internal data queries were repetitive in structure. They now run a recurring job that distills recent successful queries into roughly 100 reusable \"skills.\" When a new agent run begins, it is injected with these skills, providing it with pre-established context and domain-specific knowledge rather than starting from scratch. This approach allows the agent to perform complex aggregations and lookups without needing to re-derive the logic every time.",[17,7947,7949],{"id":7948},"introducing-eve-the-nextjs-for-agents","Introducing Eve: The 'Next.js for Agents'",[22,7951,7952,7953,7956],{},"To help others avoid the trial-and-error process, Vercel released ",[39,7954,7955],{},"Eve",", an open-source framework designed to standardize agent development. Eve applies the \"file-system-as-framework\" philosophy to agents, similar to how Next.js uses file conventions to define infrastructure.",[22,7958,7959],{},"Key components of the Eve framework include:",[33,7961,7962,7981,7987],{},[36,7963,7964,7967,7968,7972,7973,7976,7977,7980],{},[39,7965,7966],{},"Standardized Structure:"," Developers organize agents using ",[7969,7970,7971],"code",{},"skills",", ",[7969,7974,7975],{},"tools",", and ",[7969,7978,7979],{},"channels"," folders.",[36,7982,7983,7986],{},[39,7984,7985],{},"Durability & Execution:"," Built-in support for Vercel Workflows for state management and sandboxed environments for secure code execution.",[36,7988,7989,7992],{},[39,7990,7991],{},"Observability:"," Out-of-the-box tracking of agent runs, tool calls, and cost metrics.",[22,7994,7995],{},"Qu argues that the most effective agents are not general-purpose models, but narrow, company-specific agents stuffed with proprietary knowledge. Vercel currently uses roughly 20 such agents across departments, ranging from marketing retrospectives to legal contract redlining, which has significantly reduced the operational burden on their internal teams.",{"title":66,"searchDepth":67,"depth":67,"links":7997},[7998,7999,8000],{"id":7931,"depth":67,"text":7932},{"id":7941,"depth":67,"text":7942},{"id":7948,"depth":67,"text":7949},[131],{"content_references":8003,"triage":8013},[8004,8007,8009],{"type":80,"title":8005,"url":8006,"context":83},"Claude Code","https:\u002F\u002Fclaude.ai",{"type":80,"title":7955,"url":8008,"context":83},"https:\u002F\u002Feve.dev",{"type":80,"title":8010,"url":8011,"context":8012},"Vercel AI SDK","https:\u002F\u002Fsdk.vercel.ai","mentioned",{"relevance":93,"novelty":94,"quality":94,"actionability":94,"composite":95,"reasoning":8014},"Category: AI & LLMs. The article provides a detailed account of transitioning to a more effective agent architecture, addressing a specific pain point of building production-ready AI features. It introduces the Eve framework, which offers a practical solution for developers looking to enhance their AI agents.","\u002Fsummaries\u002F55d4a5bb9bde0abb-building-production-ready-ai-agents-with-eve-summary","2026-09-14 17:00:06","2026-09-15 03:12:06",{"title":7921,"description":66},{"loc":8015},"55d4a5bb9bde0abb","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=9dYcwOkpCE8","summaries\u002F55d4a5bb9bde0abb-building-production-ready-ai-agents-with-eve-summary",[110,109,111,112],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F9dYcwOkpCE8\u002Fhqdefault.jpg","Vercel's Chief of Software, Andrew Qu, explains how moving from complex agent chains to simple, file-system-based architectures doubled their agent performance and led to the creation of the Eve framework.","This talk details the evolution of an internal data-science agent at Vercel, moving from complex multi-agent chains to a simpler, file-system-based architecture inspired by [Claude Code](https:\u002F\u002Fclaude.com\u002Fclaude-code). The speaker explains how they eventually codified these patterns into [Eve](https:\u002F\u002Fgithub.com\u002Fvercel\u002Feve), a framework designed to bring file-system conventions to agentic workflows.",[112],"Dz4tDK2RDKcknx6kNgLTw2Jv5FCwMAh9zPy7kzNwZE0",{"id":8032,"title":8033,"ai":8034,"body":8039,"categories":8107,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":8108,"navigation":97,"path":8120,"published_at":8121,"question":74,"scraped_at":8121,"seo":8122,"sitemap":8123,"source_id":8124,"source_name":8125,"source_type":105,"source_url":8126,"stem":8127,"tags":8128,"thumbnail_url":74,"tldr":8129,"tweet":74,"unknown_tags":8130,"__hash__":8131},"summaries\u002Fsummaries\u002F59818c072c22b4f3-principles-for-large-scale-ai-agent-coordination-summary.md","Principles for Large-Scale AI Agent Coordination",{"provider":7,"model":8,"input_tokens":8035,"output_tokens":8036,"processing_time_ms":8037,"cost_usd":8038},4720,645,3247,0.0021475,{"type":14,"value":8040,"toc":8102},[8041,8045,8048,8052,8055,8075,8079,8082],[17,8042,8044],{"id":8043},"establishing-coherent-agent-workflows","Establishing Coherent Agent Workflows",[22,8046,8047],{},"As AI systems transition from single-agent tasks to large-scale orchestration—such as the 10,000-agent deployment used to address the Navier–Stokes problem—the challenge shifts from model capability to coordination. Effective coordination requires aligning multiple messaging instances with AI models trained to use tools toward a unified goal. The core principles for managing this at scale include:",[17,8049,8051],{"id":8050},"structural-foundations-for-scaling","Structural Foundations for Scaling",[22,8053,8054],{},"To prevent agents from interfering with one another or losing track of objectives, systems must implement:",[33,8056,8057,8063,8069],{},[36,8058,8059,8062],{},[39,8060,8061],{},"Focused Context via Isolated Workspaces:"," Each task requires a dedicated workspace with its own file copy. This prevents cross-contamination of changes and ensures agents operate on a clean state.",[36,8064,8065,8068],{},[39,8066,8067],{},"Living Specifications:"," A persistent document within the workspace records decisions and rationale. This acts as the \"source of truth,\" allowing new agents to understand the history of the task and the requirements for future steps.",[36,8070,8071,8074],{},[39,8072,8073],{},"Specialized Agent Roles:"," Rather than relying on a generalist model, teams should define specific roles—such as coordinators (to break down tasks), implementers (to write code), and verifiers (to check against acceptance criteria). Organizations can further encode internal conventions, such as security reviews or testing standards, into reusable, custom agent roles.",[17,8076,8078],{"id":8077},"managing-handoffs-and-parallelism","Managing Handoffs and Parallelism",[22,8080,8081],{},"Coordination relies on the ability of agents to manage their own lifecycle and communicate state changes efficiently:",[33,8083,8084,8090,8096],{},[36,8085,8086,8089],{},[39,8087,8088],{},"Intelligent Handoffs:"," Agents should be capable of determining when their work is complete and triggering a handoff to a successor. This ensures that only essential information is passed forward, reducing context bloat.",[36,8091,8092,8095],{},[39,8093,8094],{},"Event-Driven Execution:"," Agents should remain dormant until specific triggers occur, such as a pull request update or a review comment. This allows for asynchronous, long-running workflows where agents \"wake up\" only when their specific expertise is required.",[36,8097,8098,8101],{},[39,8099,8100],{},"Multi-Device Parallelism:"," By combining isolated workspaces with clear role definitions and handoff protocols, systems can scale to thousands of concurrent agents across multiple devices, moving beyond simple task automation into complex, distributed problem-solving.",{"title":66,"searchDepth":67,"depth":67,"links":8103},[8104,8105,8106],{"id":8043,"depth":67,"text":8044},{"id":8050,"depth":67,"text":8051},{"id":8077,"depth":67,"text":8078},[131],{"group":8109,"content_references":8110,"triage":8118},"luke-wroblewski",[8111,8114],{"type":80,"title":8112,"url":8113,"context":83},"Intent","https:\u002F\u002Fintentapp.dev\u002F",{"type":85,"title":8115,"author":8116,"url":8117,"context":8012},"Navier–Stokes Millennium Prize Problem solution","OpenAI","https:\u002F\u002Fopenai.com\u002Findex\u002Fnavier-stokes-solution\u002F",{"relevance":93,"novelty":94,"quality":94,"actionability":94,"composite":95,"reasoning":8119},"Category: AI & LLMs. The article provides in-depth principles for coordinating large-scale AI agents, addressing a core challenge in AI engineering that the target audience faces. It offers actionable insights on structuring workflows and managing agent roles, which are directly applicable to building AI-powered products.","\u002Fsummaries\u002F59818c072c22b4f3-principles-for-large-scale-ai-agent-coordination-summary","2026-09-11 03:12:28",{"title":8033,"description":66},{"loc":8120},"59818c072c22b4f3","LukeW — Functioning Form","https:\u002F\u002Fwww.lukew.com\u002Fff\u002Fentry.asp?2161","summaries\u002F59818c072c22b4f3-principles-for-large-scale-ai-agent-coordination-summary",[110,109,111,112],"Effective agent coordination requires isolated workspaces, specialized agent roles, and intelligent handoffs to manage complex tasks across parallel environments.",[112],"TuaRLN9eK4SO89soKtIykfc7Qh5Uo7x4_bz416j5Fco",{"id":8133,"title":8134,"ai":8135,"body":8140,"categories":8194,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":8195,"navigation":97,"path":8205,"published_at":8206,"question":74,"scraped_at":8207,"seo":8208,"sitemap":8209,"source_id":8210,"source_name":8021,"source_type":8022,"source_url":8211,"stem":8212,"tags":8213,"thumbnail_url":8214,"tldr":8215,"tweet":8216,"unknown_tags":8217,"__hash__":8218},"summaries\u002Fsummaries\u002F0cbd9274a3a10d8d-building-ureview-scaling-ai-code-review-at-uber-summary.md","Building uReview: Scaling AI Code Review at Uber",{"provider":7,"model":8,"input_tokens":8136,"output_tokens":8137,"processing_time_ms":8138,"cost_usd":8139},6747,709,4069,0.00275025,{"type":14,"value":8141,"toc":8189},[8142,8146,8149,8153,8156,8176,8179,8183,8186],[17,8143,8145],{"id":8144},"the-case-for-in-house-ai-review","The Case for In-House AI Review",[22,8147,8148],{},"As Uber’s engineering volume grew, the time to first review increased from three hours in 2024 to nine hours in 2026. To address this, the team built uReview, an internal multi-agent system designed to handle unique constraints: support for Phabricator, integration with existing team ownership models, and the need for consistent security and compliance rules across six language-specific monorepos. Unlike third-party tools, uReview allows teams to define custom agents and skills that operate within the same ruleset as human reviewers, ensuring consistency across both human and agentic workflows.",[17,8150,8152],{"id":8151},"observability-and-feedback-driven-tuning","Observability and Feedback-Driven Tuning",[22,8154,8155],{},"The team learned that LLMs are prone to high-confidence hallucinations, never signaling when they are wrong. To mitigate this, they moved beyond surface-level metrics (cost, NPS) to deep observability:",[33,8157,8158,8164,8170],{},[36,8159,8160,8163],{},[39,8161,8162],{},"Addressal Rate:"," Tracking whether developers actually act on a comment.",[36,8165,8166,8169],{},[39,8167,8168],{},"Sentiment Analysis:"," Categorizing developer replies to identify friction points.",[36,8171,8172,8175],{},[39,8173,8174],{},"Agent Trajectory:"," Profiling tool calls and reasoning processes to debug why an agent made a specific decision.",[22,8177,8178],{},"By surfacing this data back to the teams who own the review rules, they enabled a feedback loop where engineers can refine their custom skills based on real-world performance. This iterative tuning resulted in a 60% reduction in costs and a 70% increase in accuracy compared to their initial naive implementation.",[17,8180,8182],{"id":8181},"scaling-customization-and-the-future-of-the-outer-loop","Scaling Customization and the Future of the Outer Loop",[22,8184,8185],{},"uReview supports a tiered review stack: general-purpose logic checks, deep multi-file reviews, AI linters for deterministic rules, and custom agents linked to team-specific knowledge bases. The challenge was not writing these skills—which is trivial—but running them at scale with consistent quality.",[22,8187,8188],{},"As the industry moves toward an agentic SDLC, the role of the human engineer is shifting. Rather than removing humans from the code review process, uReview aims to move human responsibility \"up a layer.\" Engineers are freed from nitpicking implementation details and can instead focus on high-level architecture, domain expertise, and product thinking. The \"outer loop\" is not being killed; it is being expanded to allow humans to manage the systems that write and review the code.",{"title":66,"searchDepth":67,"depth":67,"links":8190},[8191,8192,8193],{"id":8144,"depth":67,"text":8145},{"id":8151,"depth":67,"text":8152},{"id":8181,"depth":67,"text":8182},[131],{"content_references":8196,"triage":8203},[8197,8199,8201],{"type":80,"title":8198,"context":8012},"Phabricator",{"type":80,"title":8200,"context":8012},"GitHub",{"type":80,"title":8202,"context":8012},"Claude",{"relevance":93,"novelty":94,"quality":94,"actionability":94,"composite":95,"reasoning":8204},"Category: AI Automation. The article provides a detailed case study on Uber's uReview system, addressing specific pain points in code review processes and showcasing practical implementations of AI agents. It offers actionable insights on observability and feedback-driven tuning that can be applied by other teams looking to enhance their code review workflows.","\u002Fsummaries\u002F0cbd9274a3a10d8d-building-ureview-scaling-ai-code-review-at-uber-summary","2026-08-28 14:30:12","2026-08-29 03:12:14",{"title":8134,"description":66},{"loc":8205},"0cbd9274a3a10d8d","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=EL123UNokkI","summaries\u002F0cbd9274a3a10d8d-building-ureview-scaling-ai-code-review-at-uber-summary",[110,109,111,112],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FEL123UNokkI\u002Fhqdefault.jpg","Uber built uReview, a multi-agent code review engine, to solve the bottleneck of increasing PR review times. By focusing on observability, team-specific customizations, and feedback-driven tuning, they achieved a 60% cost reduction and a 67% addressal rate for AI-generated comments.","This is a technical case study on building an internal multi-agent code review system at scale. The speakers focus on the operational reality of managing AI-generated feedback: specifically, how they used addressal rates, sentiment analysis, and agent trajectory tracking to move beyond naive prompting and reduce costs by 60%.",[112],"_qX5APhMwNVK0o3qUxWHxNvS2QL-hrY7ZvB0Mubyx-U"]