[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-29a855b62ea2fc28-mastering-agent-harnesses-the-stack-behind-autonom-summary":3,"summaries-facets-categories":167,"summary-related-29a855b62ea2fc28-mastering-agent-harnesses-the-stack-behind-autonom-summary":7511},{"id":4,"title":5,"ai":6,"body":13,"categories":117,"created_at":119,"date_modified":119,"description":109,"extension":120,"faq":119,"featured":121,"kicker_label":119,"meta":122,"navigation":146,"path":147,"published_at":148,"question":119,"scraped_at":149,"seo":150,"sitemap":151,"source_id":152,"source_name":153,"source_type":154,"source_url":155,"stem":156,"tags":157,"thumbnail_url":162,"tldr":163,"tweet":164,"unknown_tags":165,"__hash__":166},"summaries\u002Fsummaries\u002F29a855b62ea2fc28-mastering-agent-harnesses-the-stack-behind-autonom-summary.md","Mastering Agent Harnesses: The Stack Behind Autonomous Coding",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",10017,933,4956,0.00390375,{"type":14,"value":15,"toc":108},"minimark",[16,21,25,29,32,35,58,62,65,69,72,93,97],[17,18,20],"h2",{"id":19},"the-anatomy-of-an-agent-harness","The Anatomy of an Agent Harness",[22,23,24],"p",{},"An agent harness is defined as everything in an AI agent that is not the Large Language Model itself. While the LLM provides reasoning and linguistic capabilities, the harness provides the \"body\"—the environment, tools, and context that allow the model to interact with the real world. Ryan Lopopolo, who coined the term, argues that developers should stop viewing agents as simple text-in\u002Ftext-out interfaces and start treating them as autonomous systems that require deliberate environment curation.",[17,26,28],{"id":27},"shifting-left-automating-context-and-quality","Shifting Left: Automating Context and Quality",[22,30,31],{},"To achieve high autonomy, developers must \"shift left\" by automating the delivery of context and best practices. Instead of manually prompting the model with every requirement, engineers should build systems that allow the agent to discover documentation, verify code with static analysis, and access observability data (like PromQL) dynamically.",[22,33,34],{},"Key strategies for effective harness engineering include:",[36,37,38,46,52],"ul",{},[39,40,41,45],"li",{},[42,43,44],"strong",{},"Context Efficiency:"," Structuring documentation with named anchors and links so agents can retrieve relevant information without overloading the context window.",[39,47,48,51],{},[42,49,50],{},"Best Practice Enforcement:"," Using linters, tests, and coding conventions as automated guardrails that the agent must satisfy before a task is considered complete.",[39,53,54,57],{},[42,55,56],{},"Iterative Loops:"," Moving from simple linear execution to closed-loop systems where the agent can observe its own failures, reflect, and retry, effectively mimicking the iterative nature of human software development.",[17,59,61],{"id":60},"scaling-autonomy-through-diverse-agent-teams","Scaling Autonomy Through Diverse \"Agent Teams\"",[22,63,64],{},"One of the most powerful insights is the ability to curate a \"diverse team\" of agentic skills. By defining specific roles—such as a React architect or a performance expert—developers can compose agents that bring specialized expertise to a central task. This allows for the management of complex, ambiguous problems that would otherwise require multiple human specialists. As agents mature, they can be trusted with larger scopes of work, eventually enabling tasks like wholesale language migrations or long-horizon infrastructure management.",[17,66,68],{"id":67},"the-three-layer-stack","The Three-Layer Stack",[22,70,71],{},"Building high-performing agents requires a robust stack. The recommended approach involves:",[73,74,75,81,87],"ol",{},[39,76,77,80],{},[42,78,79],{},"The Model Layer:"," Utilizing efficient, high-performance models like Gemini 3.8 Flash for high-frequency loops.",[39,82,83,86],{},[42,84,85],{},"The Orchestration Layer:"," Using tools like Antigravity Boost to manage agentic loops and state.",[39,88,89,92],{},[42,90,91],{},"The Knowledge Layer:"," Leveraging repositories like Google Skills to provide domain-specific context that ensures the agent understands the \"golden thread\" of what constitutes high-quality output for the organization.",[17,94,96],{"id":95},"avoiding-the-sunk-cost-of-over-scaffolding","Avoiding the Sunk Cost of Over-Scaffolding",[22,98,99,100,103,104,107],{},"Ryan warns against over-scaffolding—building overly complex, rigid harnesses that become obsolete as models improve. Instead, focus on two extensible interfaces: ",[42,101,102],{},"Tools"," and ",[42,105,106],{},"Context",". By keeping these interfaces clean and standard, you can swap out underlying models as they evolve without needing to rebuild your entire agentic architecture.",{"title":109,"searchDepth":110,"depth":110,"links":111},"",2,[112,113,114,115,116],{"id":19,"depth":110,"text":20},{"id":27,"depth":110,"text":28},{"id":60,"depth":110,"text":61},{"id":67,"depth":110,"text":68},{"id":95,"depth":110,"text":96},[118],"AI & LLMs",null,"md",false,{"content_references":123,"triage":141},[124,129,132,137],{"type":125,"title":126,"url":127,"context":128},"tool","Google Antigravity","https:\u002F\u002Fg.dev\u002Fcloud\u002Fantigravity-homepage","recommended",{"type":125,"title":130,"url":131,"context":128},"Google Skills","https:\u002F\u002Fgithub.com\u002Fgoogle\u002Fgoogle-skills",{"type":133,"title":134,"author":135,"url":136,"context":128},"other","Leveraging Codex in an Agent-First World","Ryan Lopopolo","https:\u002F\u002Fgoo.gle\u002F4inFlVv",{"type":125,"title":138,"url":139,"context":140},"Gemini 3.8 Flash","https:\u002F\u002Fgoo.gle\u002F3TuVfmT","mentioned",{"relevance":142,"novelty":143,"quality":143,"actionability":143,"composite":144,"reasoning":145},5,4,4.35,"Category: AI Automation. The article provides a deep dive into the concept of agent harnesses, which is crucial for building AI-powered products, particularly in software engineering workflows. It offers actionable strategies for automating context and quality in agent systems, which directly addresses the audience's need for practical applications in AI integration.",true,"\u002Fsummaries\u002F29a855b62ea2fc28-mastering-agent-harnesses-the-stack-behind-autonom-summary","2026-09-14 16:00:15","2026-09-15 03:12:46",{"title":5,"description":109},{"loc":147},"29a855b62ea2fc28","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=F8EZJAm9iO8","summaries\u002F29a855b62ea2fc28-mastering-agent-harnesses-the-stack-behind-autonom-summary",[158,159,160,161],"llm","agents","automation","software-engineering","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FF8EZJAm9iO8\u002Fhqdefault.jpg","An agent harness is the essential infrastructure wrapping an LLM that provides the tools, memory, and guardrails necessary to transform raw model capabilities into reliable, autonomous software engineering workflows.","This video is a high-level conceptual overview of \"agent harnesses\"—the non-LLM infrastructure (tools, context, and guardrails) required to make AI agents functional. It features a discussion with Google engineer Ryan Lopopolo on applying traditional software engineering principles to agentic workflows, followed by a brief demonstration of building these loops using the [Agent Development Kit (ADK)](https:\u002F\u002Fgoo.gle\u002F3UN4MWQ).\n\n- [Google Antigravity](https:\u002F\u002Fg.dev\u002Fcloud\u002Fantigravity-homepage) — The platform\u002Fframework showcased for agent orchestration.\n- [Google Skills](https:\u002F\u002Fgoo.gle\u002F3UN4MWQ) — A GitHub repository of tools and context for agentic tasks.\n- [Gemini 3.8 Flash](https:\u002F\u002Fgoo.gle\u002F3TuVfmT) — The model recommended for high-frequency agent loops.\n- [The Anatomy of Harness Engineering](https:\u002F\u002Fgoo.gle\u002F4j3lCKU) — A deep-dive resource on evaluating and iterating on coding agents.\n- [Leveraging Codex in an Agent-First World](https:\u002F\u002Fgoo.gle\u002F4inFlVv) — Ryan Lopopolo’s essay on the philosophy of agent-driven development.",[161],"oy63EYPW2_N00g7kkXpbSpfi0-KuHn0R9H3hIEVECVo",[168,170,173,175,178,180,183,186,188,190,192,194,197,200,202,204,206,208,211,213,215,217,219,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,455,457,459,461,463,465,467,469,471,473,475,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,511,513,515,517,519,521,523,525,527,529,531,533,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,605,607,609,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,651,653,655,657,659,661,663,665,667,669,671,673,675,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,977,979,981,983,985,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4917,4919,4921,4923,4925,4927,4929,4931,4933,4935,4937,4939,4941,4943,4945,4947,4949,4951,4953,4955,4957,4959,4961,4963,4965,4967,4969,4971,4973,4975,4977,4979,4981,4983,4985,4987,4989,4991,4993,4995,4997,4999,5001,5003,5005,5007,5009,5011,5013,5015,5017,5019,5021,5023,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5215,5217,5219,5221,5223,5225,5227,5229,5231,5233,5235,5237,5239,5241,5243,5245,5247,5249,5251,5253,5255,5257,5259,5261,5263,5265,5267,5269,5271,5273,5275,5277,5279,5281,5283,5285,5287,5289,5291,5293,5295,5297,5299,5301,5303,5305,5307,5309,5311,5313,5315,5317,5319,5321,5323,5325,5327,5329,5331,5333,5335,5337,5339,5341,5343,5345,5347,5349,5351,5353,5355,5357,5359,5361,5363,5365,5367,5369,5371,5373,5375,5377,5379,5381,5383,5385,5387,5389,5391,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5595,5597,5599,5601,5603,5605,5607,5609,5611,5613,5615,5617,5619,5621,5623,5625,5627,5629,5631,5633,5635,5637,5639,5641,5643,5645,5647,5649,5651,5653,5655,5657,5659,5661,5663,5665,5667,5669,5671,5673,5675,5677,5679,5681,5683,5685,5687,5689,5691,5693,5695,5697,5699,5701,5703,5705,5707,5709,5711,5713,5715,5717,5719,5721,5723,5725,5727,5729,5731,5733,5735,5737,5739,5741,5743,5745,5747,5749,5751,5753,5755,5757,5759,5761,5763,5765,5767,5769,5771,5773,5775,5777,5779,5781,5783,5785,5787,5789,5791,5793,5795,5797,5799,5801,5803,5805,5807,5809,5811,5813,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6031,6033,6035,6037,6039,6041,6043,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6069,6071,6073,6075,6077,6079,6081,6083,6085,6087,6089,6091,6093,6095,6097,6099,6101,6103,6105,6107,6109,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141,6143,6145,6147,6149,6151,6153,6155,6157,6159,6161,6163,6165,6167,6169,6171,6173,6175,6177,6179,6181,6183,6185,6187,6189,6191,6193,6195,6197,6199,6201,6203,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6237,6239,6241,6243,6245,6247,6249,6251,6253,6255,6257,6259,6261,6263,6265,6267,6269,6271,6273,6275,6277,6279,6281,6283,6285,6287,6289,6291,6293,6295,6297,6299,6301,6303,6305,6307,6309,6311,6313,6315,6317,6319,6321,6323,6325,6327,6329,6331,6333,6335,6337,6339,6341,6343,6345,6347,6349,6351,6353,6355,6357,6359,6361,6363,6365,6367,6369,6371,6373,6375,6377,6379,6381,6383,6385,6387,6389,6391,6393,6395,6397,6399,6401,6403,6405,6407,6409,6411,6413,6415,6417,6419,6421,6423,6425,6427,6429,6431,6433,6435,6437,6439,6441,6443,6445,6447,6449,6451,6453,6455,6457,6459,6461,6463,6465,6467,6469,6471,6473,6475,6477,6479,6481,6483,6485,6487,6489,6491,6493,6495,6497,6499,6501,6503,6505,6507,6509,6511,6513,6515,6517,6519,6521,6523,6525,6527,6529,6531,6533,6535,6537,6539,6541,6543,6545,6547,6549,6551,6553,6555,6557,6559,6561,6563,6565,6567,6569,6571,6573,6575,6577,6579,6581,6583,6585,6587,6589,6591,6593,6595,6597,6599,6601,6603,6605,6607,6609,6611,6613,6615,6617,6619,6621,6623,6625,6627,6629,6631,6633,6635,6637,6639,6641,6643,6645,6647,6649,6651,6653,6655,6657,6659,6661,6663,6665,6667,6669,6671,6673,6675,6677,6679,6681,6683,6685,6687,6689,6691,6693,6695,6697,6699,6701,6703,6705,6707,6709,6711,6713,6715,6717,6719,6721,6723,6725,6727,6729,6731,6733,6735,6737,6739,6741,6743,6745,6747,6749,6751,6753,6755,6757,6759,6761,6763,6765,6767,6769,6771,6773,6775,6777,6779,6781,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805,6807,6809,6811,6813,6815,6817,6819,6821,6823,6825,6827,6829,6831,6833,6835,6837,6839,6841,6843,6845,6847,6849,6851,6853,6855,6857,6859,6861,6863,6865,6867,6869,6871,6873,6875,6877,6879,6881,6883,6885,6887,6889,6891,6893,6895,6897,6899,6901,6903,6905,6907,6909,6911,6913,6915,6917,6919,6921,6923,6925,6927,6929,6931,6933,6935,6937,6939,6941,6943,6945,6947,6949,6951,6953,6955,6957,6959,6961,6963,6965,6967,6969,6971,6973,6975,6977,6979,6981,6983,6985,6987,6989,6991,6993,6995,6997,6999,7001,7003,7005,7007,7009,7011,7013,7015,7017,7019,7021,7023,7025,7027,7029,7031,7033,7035,7037,7039,7041,7043,7045,7047,7049,7051,7053,7055,7057,7059,7061,7063,7065,7067,7069,7071,7073,7075,7077,7079,7081,7083,7085,7087,7089,7091,7093,7095,7097,7099,7101,7103,7105,7107,7109,7111,7113,7115,7117,7119,7121,7123,7125,7127,7129,7131,7133,7135,7137,7139,7141,7143,7145,7147,7149,7151,7153,7155,7157,7159,7161,7163,7165,7167,7169,7171,7173,7175,7177,7179,7181,7183,7185,7187,7189,7191,7193,7195,7197,7199,7201,7203,7205,7207,7209,7211,7213,7215,7217,7219,7221,7223,7225,7227,7229,7231,7233,7235,7237,7239,7241,7243,7245,7247,7249,7251,7253,7255,7257,7259,7261,7263,7265,7267,7269,7271,7273,7275,7277,7279,7281,7283,7285,7287,7289,7291,7293,7295,7297,7299,7301,7303,7305,7307,7309,7311,7313,7315,7317,7319,7321,7323,7325,7327,7329,7331,7333,7335,7337,7339,7341,7343,7345,7347,7349,7351,7353,7355,7357,7359,7361,7363,7365,7367,7369,7371,7373,7375,7377,7379,7381,7383,7385,7387,7389,7391,7393,7395,7397,7399,7401,7403,7405,7407,7409,7411,7413,7415,7417,7419,7421,7423,7425,7427,7429,7431,7433,7435,7437,7439,7441,7443,7445,7447,7449,7451,7453,7455,7457,7459,7461,7463,7465,7467,7469,7471,7473,7475,7477,7479,7481,7483,7485,7487,7489,7491,7493,7495,7497,7499,7501,7503,7505,7507,7509],{"categories":169},[118],{"categories":171},[172],"Developer Productivity",{"categories":174},[118],{"categories":176},[177],"Business & SaaS",{"categories":179},[118],{"categories":181},[182],"AI Automation",{"categories":184},[185],"Product Strategy",{"categories":187},[182],{"categories":189},[118],{"categories":191},[172],{"categories":193},[182],{"categories":195},[196],"Software Engineering",{"categories":198},[199],"Data Science & Visualization",{"categories":201},[118],{"categories":203},[177],{"categories":205},[],{"categories":207},[118],{"categories":209},[210],"Inference & Serving",{"categories":212},[118],{"categories":214},[118],{"categories":216},[182],{"categories":218},[],{"categories":220},[221],"AI News & Trends",{"categories":223},[199],{"categories":225},[182],{"categories":227},[118],{"categories":229},[118],{"categories":231},[118],{"categories":233},[177],{"categories":235},[172],{"categories":237},[118],{"categories":239},[182],{"categories":241},[221],{"categories":243},[118],{"categories":245},[182],{"categories":247},[182],{"categories":249},[118],{"categories":251},[118],{"categories":253},[182],{"categories":255},[118],{"categories":257},[118],{"categories":259},[118],{"categories":261},[177],{"categories":263},[182],{"categories":265},[221],{"categories":267},[118],{"categories":269},[118],{"categories":271},[118],{"categories":273},[],{"categories":275},[276],"Design & Frontend",{"categories":278},[118],{"categories":280},[199],{"categories":282},[221],{"categories":284},[118],{"categories":286},[118],{"categories":288},[118],{"categories":290},[],{"categories":292},[118],{"categories":294},[118],{"categories":296},[182],{"categories":298},[196],{"categories":300},[118],{"categories":302},[182],{"categories":304},[118],{"categories":306},[307],"Marketing & Growth",{"categories":309},[276],{"categories":311},[118],{"categories":313},[182],{"categories":315},[118],{"categories":317},[118],{"categories":319},[196],{"categories":321},[118],{"categories":323},[],{"categories":325},[],{"categories":327},[276],{"categories":329},[118],{"categories":331},[182],{"categories":333},[172],{"categories":335},[196],{"categories":337},[182],{"categories":339},[276],{"categories":341},[185],{"categories":343},[118],{"categories":345},[196],{"categories":347},[348],"DevOps & Cloud",{"categories":350},[182],{"categories":352},[185],{"categories":354},[221],{"categories":356},[118],{"categories":358},[],{"categories":360},[118],{"categories":362},[118],{"categories":364},[118],{"categories":366},[],{"categories":368},[182],{"categories":370},[196],{"categories":372},[],{"categories":374},[196],{"categories":376},[182],{"categories":378},[118],{"categories":380},[276],{"categories":382},[383],"Governance & Standards",{"categories":385},[177],{"categories":387},[],{"categories":389},[118],{"categories":391},[],{"categories":393},[118],{"categories":395},[118],{"categories":397},[182],{"categories":399},[182],{"categories":401},[118],{"categories":403},[118],{"categories":405},[182],{"categories":407},[118],{"categories":409},[118],{"categories":411},[118],{"categories":413},[],{"categories":415},[196],{"categories":417},[],{"categories":419},[],{"categories":421},[118],{"categories":423},[196],{"categories":425},[],{"categories":427},[196],{"categories":429},[118],{"categories":431},[182],{"categories":433},[118],{"categories":435},[307],{"categories":437},[118],{"categories":439},[118],{"categories":441},[118],{"categories":443},[276],{"categories":445},[276],{"categories":447},[118],{"categories":449},[196],{"categories":451},[182],{"categories":453},[454],"GovTech & Public-Sector Adoption",{"categories":456},[196],{"categories":458},[118],{"categories":460},[118],{"categories":462},[118],{"categories":464},[182],{"categories":466},[182],{"categories":468},[199],{"categories":470},[118],{"categories":472},[221],{"categories":474},[182],{"categories":476},[477],"Legal AI Tools",{"categories":479},[118],{"categories":481},[182],{"categories":483},[118],{"categories":485},[307],{"categories":487},[182],{"categories":489},[185],{"categories":491},[118],{"categories":493},[196],{"categories":495},[454],{"categories":497},[],{"categories":499},[182],{"categories":501},[],{"categories":503},[177],{"categories":505},[182],{"categories":507},[182],{"categories":509},[510],"RAG & Retrieval",{"categories":512},[177],{"categories":514},[118],{"categories":516},[196],{"categories":518},[196],{"categories":520},[348],{"categories":522},[276],{"categories":524},[182],{"categories":526},[118],{"categories":528},[118],{"categories":530},[],{"categories":532},[182],{"categories":534},[535],"Agents & Orchestration",{"categories":537},[196],{"categories":539},[118],{"categories":541},[],{"categories":543},[182],{"categories":545},[177],{"categories":547},[],{"categories":549},[118],{"categories":551},[],{"categories":553},[118],{"categories":555},[172],{"categories":557},[196],{"categories":559},[177],{"categories":561},[118],{"categories":563},[118],{"categories":565},[118],{"categories":567},[182],{"categories":569},[118],{"categories":571},[118],{"categories":573},[221],{"categories":575},[118],{"categories":577},[],{"categories":579},[118],{"categories":581},[118],{"categories":583},[],{"categories":585},[118],{"categories":587},[196],{"categories":589},[118],{"categories":591},[182],{"categories":593},[199],{"categories":595},[],{"categories":597},[118],{"categories":599},[118],{"categories":601},[276],{"categories":603},[604],"Models & Frontier Labs",{"categories":606},[],{"categories":608},[276],{"categories":610},[611],"Regulation & Governance of AI",{"categories":613},[185],{"categories":615},[182],{"categories":617},[],{"categories":619},[118],{"categories":621},[118],{"categories":623},[182],{"categories":625},[182],{"categories":627},[221],{"categories":629},[118],{"categories":631},[177],{"categories":633},[118],{"categories":635},[182],{"categories":637},[],{"categories":639},[196],{"categories":641},[182],{"categories":643},[118],{"categories":645},[185],{"categories":647},[118],{"categories":649},[650],"AI Policy & Regulation",{"categories":652},[],{"categories":654},[118],{"categories":656},[182],{"categories":658},[182],{"categories":660},[185],{"categories":662},[182],{"categories":664},[118],{"categories":666},[118],{"categories":668},[118],{"categories":670},[182],{"categories":672},[],{"categories":674},[199],{"categories":676},[677],"Evals & Reliability",{"categories":679},[118],{"categories":681},[118],{"categories":683},[],{"categories":685},[199],{"categories":687},[172],{"categories":689},[454],{"categories":691},[650],{"categories":693},[118],{"categories":695},[177],{"categories":697},[118],{"categories":699},[182],{"categories":701},[118],{"categories":703},[182],{"categories":705},[535],{"categories":707},[118],{"categories":709},[196],{"categories":711},[118],{"categories":713},[118],{"categories":715},[],{"categories":717},[276],{"categories":719},[],{"categories":721},[118],{"categories":723},[454],{"categories":725},[118],{"categories":727},[118],{"categories":729},[118],{"categories":731},[],{"categories":733},[118],{"categories":735},[276],{"categories":737},[196],{"categories":739},[],{"categories":741},[118],{"categories":743},[],{"categories":745},[182],{"categories":747},[118],{"categories":749},[276],{"categories":751},[],{"categories":753},[118],{"categories":755},[118],{"categories":757},[199],{"categories":759},[182],{"categories":761},[118],{"categories":763},[177],{"categories":765},[182],{"categories":767},[118],{"categories":769},[118],{"categories":771},[196],{"categories":773},[276],{"categories":775},[118],{"categories":777},[182],{"categories":779},[],{"categories":781},[196],{"categories":783},[182],{"categories":785},[199],{"categories":787},[],{"categories":789},[118],{"categories":791},[221],{"categories":793},[118],{"categories":795},[],{"categories":797},[118],{"categories":799},[118],{"categories":801},[118],{"categories":803},[177,307],{"categories":805},[],{"categories":807},[196],{"categories":809},[118],{"categories":811},[118],{"categories":813},[182],{"categories":815},[118],{"categories":817},[118],{"categories":819},[],{"categories":821},[],{"categories":823},[118],{"categories":825},[276],{"categories":827},[118],{"categories":829},[],{"categories":831},[118],{"categories":833},[348],{"categories":835},[],{"categories":837},[182],{"categories":839},[221],{"categories":841},[118],{"categories":843},[177],{"categories":845},[118],{"categories":847},[196],{"categories":849},[276],{"categories":851},[],{"categories":853},[221],{"categories":855},[118],{"categories":857},[210],{"categories":859},[118],{"categories":861},[118],{"categories":863},[182],{"categories":865},[221],{"categories":867},[604],{"categories":869},[118],{"categories":871},[307],{"categories":873},[],{"categories":875},[182],{"categories":877},[177],{"categories":879},[196],{"categories":881},[118],{"categories":883},[182],{"categories":885},[],{"categories":887},[118,348],{"categories":889},[118],{"categories":891},[118],{"categories":893},[118],{"categories":895},[182],{"categories":897},[118,196],{"categories":899},[199],{"categories":901},[118],{"categories":903},[118],{"categories":905},[118],{"categories":907},[196],{"categories":909},[118],{"categories":911},[182],{"categories":913},[182],{"categories":915},[650],{"categories":917},[307],{"categories":919},[118],{"categories":921},[182],{"categories":923},[118],{"categories":925},[118],{"categories":927},[182],{"categories":929},[],{"categories":931},[182],{"categories":933},[118],{"categories":935},[118],{"categories":937},[182],{"categories":939},[118],{"categories":941},[118,177],{"categories":943},[118],{"categories":945},[177],{"categories":947},[],{"categories":949},[276],{"categories":951},[276],{"categories":953},[118],{"categories":955},[],{"categories":957},[],{"categories":959},[118],{"categories":961},[221],{"categories":963},[],{"categories":965},[172],{"categories":967},[118],{"categories":969},[196],{"categories":971},[182],{"categories":973},[118],{"categories":975},[976],"Generative UI & Design-to-Code",{"categories":978},[118],{"categories":980},[118],{"categories":982},[276],{"categories":984},[118],{"categories":986},[987],"Algorithmic Accountability",{"categories":989},[182],{"categories":991},[196],{"categories":993},[221],{"categories":995},[276],{"categories":997},[118],{"categories":999},[],{"categories":1001},[185],{"categories":1003},[118],{"categories":1005},[118],{"categories":1007},[118],{"categories":1009},[118],{"categories":1011},[118],{"categories":1013},[182],{"categories":1015},[1016],"MLOps & Infrastructure",{"categories":1018},[118],{"categories":1020},[118],{"categories":1022},[118],{"categories":1024},[118],{"categories":1026},[118],{"categories":1028},[196],{"categories":1030},[221],{"categories":1032},[118],{"categories":1034},[118],{"categories":1036},[185],{"categories":1038},[172],{"categories":1040},[118],{"categories":1042},[182],{"categories":1044},[348],{"categories":1046},[118],{"categories":1048},[177],{"categories":1050},[118],{"categories":1052},[276],{"categories":1054},[118],{"categories":1056},[185],{"categories":1058},[118],{"categories":1060},[182],{"categories":1062},[],{"categories":1064},[],{"categories":1066},[118],{"categories":1068},[210],{"categories":1070},[276],{"categories":1072},[221],{"categories":1074},[199],{"categories":1076},[],{"categories":1078},[118],{"categories":1080},[118],{"categories":1082},[177],{"categories":1084},[182],{"categories":1086},[118],{"categories":1088},[118],{"categories":1090},[118],{"categories":1092},[118],{"categories":1094},[118],{"categories":1096},[221],{"categories":1098},[210],{"categories":1100},[118],{"categories":1102},[276],{"categories":1104},[118],{"categories":1106},[],{"categories":1108},[182],{"categories":1110},[196],{"categories":1112},[],{"categories":1114},[118],{"categories":1116},[118],{"categories":1118},[182],{"categories":1120},[196],{"categories":1122},[118],{"categories":1124},[199],{"categories":1126},[276],{"categories":1128},[],{"categories":1130},[118],{"categories":1132},[],{"categories":1134},[118],{"categories":1136},[],{"categories":1138},[118],{"categories":1140},[118],{"categories":1142},[185],{"categories":1144},[177],{"categories":1146},[182],{"categories":1148},[182],{"categories":1150},[],{"categories":1152},[118],{"categories":1154},[172],{"categories":1156},[118],{"categories":1158},[118],{"categories":1160},[177],{"categories":1162},[221],{"categories":1164},[172],{"categories":1166},[],{"categories":1168},[118],{"categories":1170},[],{"categories":1172},[118],{"categories":1174},[],{"categories":1176},[118],{"categories":1178},[221],{"categories":1180},[221],{"categories":1182},[],{"categories":1184},[535],{"categories":1186},[118],{"categories":1188},[276],{"categories":1190},[196],{"categories":1192},[],{"categories":1194},[477],{"categories":1196},[182],{"categories":1198},[177],{"categories":1200},[],{"categories":1202},[],{"categories":1204},[172],{"categories":1206},[199],{"categories":1208},[],{"categories":1210},[307],{"categories":1212},[182],{"categories":1214},[177],{"categories":1216},[182],{"categories":1218},[118],{"categories":1220},[177],{"categories":1222},[118],{"categories":1224},[196],{"categories":1226},[],{"categories":1228},[210],{"categories":1230},[185],{"categories":1232},[118],{"categories":1234},[276],{"categories":1236},[196],{"categories":1238},[177],{"categories":1240},[118],{"categories":1242},[196],{"categories":1244},[118],{"categories":1246},[182],{"categories":1248},[177],{"categories":1250},[118],{"categories":1252},[118],{"categories":1254},[118],{"categories":1256},[118],{"categories":1258},[118],{"categories":1260},[118],{"categories":1262},[],{"categories":1264},[],{"categories":1266},[196],{"categories":1268},[199],{"categories":1270},[185],{"categories":1272},[118],{"categories":1274},[182],{"categories":1276},[196],{"categories":1278},[196],{"categories":1280},[118],{"categories":1282},[],{"categories":1284},[118],{"categories":1286},[221],{"categories":1288},[185],{"categories":1290},[185],{"categories":1292},[196],{"categories":1294},[118],{"categories":1296},[677],{"categories":1298},[348],{"categories":1300},[],{"categories":1302},[182],{"categories":1304},[118],{"categories":1306},[172],{"categories":1308},[],{"categories":1310},[172],{"categories":1312},[],{"categories":1314},[118],{"categories":1316},[118],{"categories":1318},[118],{"categories":1320},[276],{"categories":1322},[307],{"categories":1324},[185],{"categories":1326},[118],{"categories":1328},[196],{"categories":1330},[118],{"categories":1332},[182],{"categories":1334},[],{"categories":1336},[196],{"categories":1338},[118],{"categories":1340},[172],{"categories":1342},[],{"categories":1344},[177],{"categories":1346},[118],{"categories":1348},[118],{"categories":1350},[221],{"categories":1352},[118,348],{"categories":1354},[118],{"categories":1356},[1357],"Design Systems for AI",{"categories":1359},[118],{"categories":1361},[118],{"categories":1363},[221],{"categories":1365},[118],{"categories":1367},[118],{"categories":1369},[118],{"categories":1371},[177],{"categories":1373},[118],{"categories":1375},[118],{"categories":1377},[118],{"categories":1379},[],{"categories":1381},[118],{"categories":1383},[118],{"categories":1385},[177],{"categories":1387},[118],{"categories":1389},[],{"categories":1391},[182],{"categories":1393},[182],{"categories":1395},[196],{"categories":1397},[221],{"categories":1399},[196],{"categories":1401},[118],{"categories":1403},[276],{"categories":1405},[221],{"categories":1407},[199],{"categories":1409},[118],{"categories":1411},[118],{"categories":1413},[118],{"categories":1415},[118],{"categories":1417},[182],{"categories":1419},[172],{"categories":1421},[650],{"categories":1423},[118],{"categories":1425},[118],{"categories":1427},[182],{"categories":1429},[118],{"categories":1431},[196],{"categories":1433},[118],{"categories":1435},[196],{"categories":1437},[],{"categories":1439},[276],{"categories":1441},[],{"categories":1443},[118],{"categories":1445},[182],{"categories":1447},[185],{"categories":1449},[],{"categories":1451},[177],{"categories":1453},[118],{"categories":1455},[],{"categories":1457},[276],{"categories":1459},[196],{"categories":1461},[182],{"categories":1463},[196],{"categories":1465},[276],{"categories":1467},[118],{"categories":1469},[196],{"categories":1471},[118],{"categories":1473},[276],{"categories":1475},[],{"categories":1477},[],{"categories":1479},[221],{"categories":1481},[182],{"categories":1483},[182],{"categories":1485},[118],{"categories":1487},[118],{"categories":1489},[118],{"categories":1491},[118],{"categories":1493},[118],{"categories":1495},[177],{"categories":1497},[118],{"categories":1499},[118],{"categories":1501},[],{"categories":1503},[196],{"categories":1505},[196],{"categories":1507},[118],{"categories":1509},[196],{"categories":1511},[177],{"categories":1513},[],{"categories":1515},[118],{"categories":1517},[118],{"categories":1519},[276],{"categories":1521},[118],{"categories":1523},[118],{"categories":1525},[118],{"categories":1527},[182],{"categories":1529},[172],{"categories":1531},[177],{"categories":1533},[118],{"categories":1535},[182],{"categories":1537},[221],{"categories":1539},[182],{"categories":1541},[210],{"categories":1543},[307],{"categories":1545},[118],{"categories":1547},[182],{"categories":1549},[118],{"categories":1551},[118],{"categories":1553},[118],{"categories":1555},[],{"categories":1557},[276],{"categories":1559},[],{"categories":1561},[118],{"categories":1563},[118],{"categories":1565},[],{"categories":1567},[118],{"categories":1569},[196],{"categories":1571},[177],{"categories":1573},[1574],"Visual & Generative Media",{"categories":1576},[182],{"categories":1578},[],{"categories":1580},[118],{"categories":1582},[118],{"categories":1584},[196],{"categories":1586},[118],{"categories":1588},[348],{"categories":1590},[118],{"categories":1592},[199],{"categories":1594},[650],{"categories":1596},[196],{"categories":1598},[307],{"categories":1600},[118],{"categories":1602},[185],{"categories":1604},[276],{"categories":1606},[118],{"categories":1608},[118],{"categories":1610},[196],{"categories":1612},[182],{"categories":1614},[118],{"categories":1616},[],{"categories":1618},[],{"categories":1620},[182],{"categories":1622},[196],{"categories":1624},[172],{"categories":1626},[182],{"categories":1628},[604],{"categories":1630},[118],{"categories":1632},[185],{"categories":1634},[118],{"categories":1636},[177],{"categories":1638},[],{"categories":1640},[118],{"categories":1642},[185],{"categories":1644},[118],{"categories":1646},[118],{"categories":1648},[118],{"categories":1650},[185],{"categories":1652},[118],{"categories":1654},[118],{"categories":1656},[307],{"categories":1658},[118],{"categories":1660},[535],{"categories":1662},[182],{"categories":1664},[118],{"categories":1666},[182],{"categories":1668},[118],{"categories":1670},[118],{"categories":1672},[182],{"categories":1674},[118],{"categories":1676},[118],{"categories":1678},[182],{"categories":1680},[118],{"categories":1682},[276],{"categories":1684},[182],{"categories":1686},[],{"categories":1688},[182],{"categories":1690},[118],{"categories":1692},[],{"categories":1694},[348],{"categories":1696},[196],{"categories":1698},[],{"categories":1700},[604],{"categories":1702},[118],{"categories":1704},[182],{"categories":1706},[182],{"categories":1708},[118],{"categories":1710},[276,118],{"categories":1712},[172],{"categories":1714},[118],{"categories":1716},[182],{"categories":1718},[276],{"categories":1720},[],{"categories":1722},[118],{"categories":1724},[172],{"categories":1726},[118],{"categories":1728},[1729],"Medical Imaging & Radiology",{"categories":1731},[118],{"categories":1733},[118],{"categories":1735},[118],{"categories":1737},[276],{"categories":1739},[182],{"categories":1741},[196],{"categories":1743},[],{"categories":1745},[118],{"categories":1747},[118],{"categories":1749},[118],{"categories":1751},[],{"categories":1753},[],{"categories":1755},[118],{"categories":1757},[118],{"categories":1759},[535],{"categories":1761},[118],{"categories":1763},[172],{"categories":1765},[118],{"categories":1767},[118],{"categories":1769},[],{"categories":1771},[182],{"categories":1773},[118],{"categories":1775},[185],{"categories":1777},[196],{"categories":1779},[118],{"categories":1781},[182],{"categories":1783},[535],{"categories":1785},[118],{"categories":1787},[182],{"categories":1789},[118],{"categories":1791},[118],{"categories":1793},[118],{"categories":1795},[118],{"categories":1797},[276],{"categories":1799},[182],{"categories":1801},[348],{"categories":1803},[276],{"categories":1805},[177],{"categories":1807},[182],{"categories":1809},[221],{"categories":1811},[118],{"categories":1813},[118],{"categories":1815},[185],{"categories":1817},[118],{"categories":1819},[118],{"categories":1821},[118],{"categories":1823},[118],{"categories":1825},[118],{"categories":1827},[182],{"categories":1829},[118],{"categories":1831},[196],{"categories":1833},[196],{"categories":1835},[118],{"categories":1837},[185],{"categories":1839},[],{"categories":1841},[221],{"categories":1843},[],{"categories":1845},[185],{"categories":1847},[182],{"categories":1849},[118],{"categories":1851},[182],{"categories":1853},[1357],{"categories":1855},[118],{"categories":1857},[1357],{"categories":1859},[276],{"categories":1861},[118],{"categories":1863},[118],{"categories":1865},[118],{"categories":1867},[182],{"categories":1869},[196],{"categories":1871},[276],{"categories":1873},[182],{"categories":1875},[221],{"categories":1877},[],{"categories":1879},[118],{"categories":1881},[],{"categories":1883},[118],{"categories":1885},[118],{"categories":1887},[118],{"categories":1889},[118],{"categories":1891},[118],{"categories":1893},[182],{"categories":1895},[1896],"Contract Review & E-Discovery",{"categories":1898},[118],{"categories":1900},[276],{"categories":1902},[118],{"categories":1904},[172],{"categories":1906},[118],{"categories":1908},[221],{"categories":1910},[118],{"categories":1912},[118],{"categories":1914},[307],{"categories":1916},[196],{"categories":1918},[182],{"categories":1920},[118],{"categories":1922},[118],{"categories":1924},[118],{"categories":1926},[182],{"categories":1928},[182],{"categories":1930},[987],{"categories":1932},[118],{"categories":1934},[118],{"categories":1936},[182],{"categories":1938},[182],{"categories":1940},[118],{"categories":1942},[118],{"categories":1944},[118],{"categories":1946},[182],{"categories":1948},[118],{"categories":1950},[196],{"categories":1952},[118],{"categories":1954},[535],{"categories":1956},[510],{"categories":1958},[118],{"categories":1960},[182],{"categories":1962},[118],{"categories":1964},[1965],"Law-Firm Practice & Adoption",{"categories":1967},[118],{"categories":1969},[182],{"categories":1971},[276],{"categories":1973},[118],{"categories":1975},[118],{"categories":1977},[118],{"categories":1979},[],{"categories":1981},[196],{"categories":1983},[],{"categories":1985},[196],{"categories":1987},[118],{"categories":1989},[],{"categories":1991},[182],{"categories":1993},[172],{"categories":1995},[348],{"categories":1997},[118],{"categories":1999},[],{"categories":2001},[118],{"categories":2003},[172],{"categories":2005},[177],{"categories":2007},[118],{"categories":2009},[307],{"categories":2011},[118],{"categories":2013},[],{"categories":2015},[177],{"categories":2017},[182],{"categories":2019},[177],{"categories":2021},[],{"categories":2023},[118],{"categories":2025},[185],{"categories":2027},[118],{"categories":2029},[196],{"categories":2031},[],{"categories":2033},[],{"categories":2035},[],{"categories":2037},[],{"categories":2039},[118],{"categories":2041},[185],{"categories":2043},[182],{"categories":2045},[348],{"categories":2047},[118],{"categories":2049},[172],{"categories":2051},[196],{"categories":2053},[118],{"categories":2055},[118],{"categories":2057},[196],{"categories":2059},[185],{"categories":2061},[118],{"categories":2063},[118],{"categories":2065},[118],{"categories":2067},[1016],{"categories":2069},[118],{"categories":2071},[196],{"categories":2073},[118],{"categories":2075},[307],{"categories":2077},[196],{"categories":2079},[177],{"categories":2081},[118],{"categories":2083},[118],{"categories":2085},[118],{"categories":2087},[276],{"categories":2089},[118],{"categories":2091},[118],{"categories":2093},[118],{"categories":2095},[118],{"categories":2097},[177],{"categories":2099},[182],{"categories":2101},[118,172],{"categories":2103},[535],{"categories":2105},[118],{"categories":2107},[118],{"categories":2109},[196],{"categories":2111},[196],{"categories":2113},[276],{"categories":2115},[182],{"categories":2117},[182],{"categories":2119},[196],{"categories":2121},[118],{"categories":2123},[182],{"categories":2125},[118],{"categories":2127},[118],{"categories":2129},[],{"categories":2131},[],{"categories":2133},[118],{"categories":2135},[199],{"categories":2137},[118],{"categories":2139},[276],{"categories":2141},[182],{"categories":2143},[],{"categories":2145},[118],{"categories":2147},[118],{"categories":2149},[196],{"categories":2151},[199],{"categories":2153},[221],{"categories":2155},[276],{"categories":2157},[118],{"categories":2159},[182],{"categories":2161},[118],{"categories":2163},[196],{"categories":2165},[],{"categories":2167},[182],{"categories":2169},[118],{"categories":2171},[118],{"categories":2173},[118],{"categories":2175},[118],{"categories":2177},[118],{"categories":2179},[],{"categories":2181},[182],{"categories":2183},[118],{"categories":2185},[118],{"categories":2187},[118],{"categories":2189},[],{"categories":2191},[182],{"categories":2193},[182],{"categories":2195},[118],{"categories":2197},[118],{"categories":2199},[177],{"categories":2201},[118],{"categories":2203},[118],{"categories":2205},[],{"categories":2207},[172],{"categories":2209},[118],{"categories":2211},[118],{"categories":2213},[118],{"categories":2215},[276],{"categories":2217},[118],{"categories":2219},[196],{"categories":2221},[118],{"categories":2223},[172],{"categories":2225},[118],{"categories":2227},[196],{"categories":2229},[307],{"categories":2231},[196],{"categories":2233},[182],{"categories":2235},[182],{"categories":2237},[118],{"categories":2239},[118],{"categories":2241},[118,276],{"categories":2243},[118],{"categories":2245},[182],{"categories":2247},[221],{"categories":2249},[118],{"categories":2251},[221],{"categories":2253},[182],{"categories":2255},[276],{"categories":2257},[118],{"categories":2259},[],{"categories":2261},[196],{"categories":2263},[348],{"categories":2265},[276],{"categories":2267},[196],{"categories":2269},[118],{"categories":2271},[185],{"categories":2273},[118],{"categories":2275},[118],{"categories":2277},[182],{"categories":2279},[],{"categories":2281},[],{"categories":2283},[118],{"categories":2285},[],{"categories":2287},[],{"categories":2289},[185],{"categories":2291},[196],{"categories":2293},[118],{"categories":2295},[118],{"categories":2297},[182],{"categories":2299},[182],{"categories":2301},[177],{"categories":2303},[182],{"categories":2305},[348],{"categories":2307},[118],{"categories":2309},[118],{"categories":2311},[118],{"categories":2313},[210],{"categories":2315},[118],{"categories":2317},[118],{"categories":2319},[118],{"categories":2321},[118],{"categories":2323},[196],{"categories":2325},[182],{"categories":2327},[118],{"categories":2329},[118],{"categories":2331},[118],{"categories":2333},[196],{"categories":2335},[477],{"categories":2337},[182],{"categories":2339},[987],{"categories":2341},[],{"categories":2343},[182],{"categories":2345},[276],{"categories":2347},[1965],{"categories":2349},[196],{"categories":2351},[],{"categories":2353},[],{"categories":2355},[118],{"categories":2357},[182],{"categories":2359},[],{"categories":2361},[],{"categories":2363},[118],{"categories":2365},[307],{"categories":2367},[118],{"categories":2369},[307],{"categories":2371},[118],{"categories":2373},[182],{"categories":2375},[118],{"categories":2377},[199],{"categories":2379},[118],{"categories":2381},[196],{"categories":2383},[185],{"categories":2385},[],{"categories":2387},[118],{"categories":2389},[118],{"categories":2391},[118],{"categories":2393},[196],{"categories":2395},[118],{"categories":2397},[1896],{"categories":2399},[118],{"categories":2401},[276],{"categories":2403},[276],{"categories":2405},[118],{"categories":2407},[182],{"categories":2409},[172],{"categories":2411},[118],{"categories":2413},[118],{"categories":2415},[118],{"categories":2417},[118],{"categories":2419},[276],{"categories":2421},[276],{"categories":2423},[182],{"categories":2425},[182],{"categories":2427},[182],{"categories":2429},[118],{"categories":2431},[118],{"categories":2433},[118],{"categories":2435},[182],{"categories":2437},[],{"categories":2439},[118],{"categories":2441},[],{"categories":2443},[2444],"Interaction & Product Design",{"categories":2446},[118],{"categories":2448},[182],{"categories":2450},[196],{"categories":2452},[383],{"categories":2454},[221],{"categories":2456},[196],{"categories":2458},[118],{"categories":2460},[118],{"categories":2462},[118],{"categories":2464},[196],{"categories":2466},[118],{"categories":2468},[172],{"categories":2470},[182],{"categories":2472},[118],{"categories":2474},[],{"categories":2476},[182],{"categories":2478},[182],{"categories":2480},[182],{"categories":2482},[],{"categories":2484},[196],{"categories":2486},[118],{"categories":2488},[182],{"categories":2490},[172],{"categories":2492},[2444],{"categories":2494},[118],{"categories":2496},[172],{"categories":2498},[172],{"categories":2500},[118],{"categories":2502},[],{"categories":2504},[118],{"categories":2506},[182],{"categories":2508},[196],{"categories":2510},[],{"categories":2512},[182],{"categories":2514},[221],{"categories":2516},[118],{"categories":2518},[182],{"categories":2520},[118],{"categories":2522},[182],{"categories":2524},[182],{"categories":2526},[118],{"categories":2528},[118],{"categories":2530},[221],{"categories":2532},[199],{"categories":2534},[118],{"categories":2536},[185],{"categories":2538},[196],{"categories":2540},[2541],"Coding Agents & Dev Productivity",{"categories":2543},[221],{"categories":2545},[276],{"categories":2547},[118],{"categories":2549},[118],{"categories":2551},[],{"categories":2553},[118],{"categories":2555},[987],{"categories":2557},[],{"categories":2559},[118],{"categories":2561},[118],{"categories":2563},[348],{"categories":2565},[118],{"categories":2567},[221],{"categories":2569},[],{"categories":2571},[],{"categories":2573},[118],{"categories":2575},[],{"categories":2577},[182],{"categories":2579},[118],{"categories":2581},[182],{"categories":2583},[],{"categories":2585},[196],{"categories":2587},[196],{"categories":2589},[118],{"categories":2591},[199],{"categories":2593},[],{"categories":2595},[118],{"categories":2597},[118],{"categories":2599},[118],{"categories":2601},[199],{"categories":2603},[196],{"categories":2605},[182],{"categories":2607},[],{"categories":2609},[],{"categories":2611},[118],{"categories":2613},[118],{"categories":2615},[118],{"categories":2617},[118],{"categories":2619},[182],{"categories":2621},[182],{"categories":2623},[454],{"categories":2625},[196],{"categories":2627},[185],{"categories":2629},[196],{"categories":2631},[182],{"categories":2633},[221],{"categories":2635},[221],{"categories":2637},[182],{"categories":2639},[182],{"categories":2641},[118],{"categories":2643},[172],{"categories":2645},[2444],{"categories":2647},[185],{"categories":2649},[118,348],{"categories":2651},[199],{"categories":2653},[],{"categories":2655},[276],{"categories":2657},[182],{"categories":2659},[196],{"categories":2661},[172],{"categories":2663},[118],{"categories":2665},[182],{"categories":2667},[2668],"The Designer's Role & Craft",{"categories":2670},[276],{"categories":2672},[],{"categories":2674},[182],{"categories":2676},[118],{"categories":2678},[182],{"categories":2680},[182],{"categories":2682},[118],{"categories":2684},[307],{"categories":2686},[118],{"categories":2688},[196],{"categories":2690},[182],{"categories":2692},[118],{"categories":2694},[276],{"categories":2696},[118],{"categories":2698},[],{"categories":2700},[182],{"categories":2702},[276],{"categories":2704},[185],{"categories":2706},[118],{"categories":2708},[182],{"categories":2710},[118],{"categories":2712},[118],{"categories":2714},[2715],"AI UX Patterns",{"categories":2717},[182],{"categories":2719},[182],{"categories":2721},[182],{"categories":2723},[118],{"categories":2725},[182],{"categories":2727},[307],{"categories":2729},[199],{"categories":2731},[118],{"categories":2733},[182],{"categories":2735},[118],{"categories":2737},[1357],{"categories":2739},[],{"categories":2741},[307],{"categories":2743},[182],{"categories":2745},[221],{"categories":2747},[196],{"categories":2749},[118],{"categories":2751},[182],{"categories":2753},[],{"categories":2755},[],{"categories":2757},[118],{"categories":2759},[118],{"categories":2761},[182],{"categories":2763},[118],{"categories":2765},[182],{"categories":2767},[454],{"categories":2769},[276],{"categories":2771},[118],{"categories":2773},[221],{"categories":2775},[196],{"categories":2777},[118],{"categories":2779},[182],{"categories":2781},[182],{"categories":2783},[],{"categories":2785},[118],{"categories":2787},[],{"categories":2789},[118],{"categories":2791},[],{"categories":2793},[118],{"categories":2795},[118],{"categories":2797},[118],{"categories":2799},[182],{"categories":2801},[196],{"categories":2803},[],{"categories":2805},[],{"categories":2807},[199],{"categories":2809},[210],{"categories":2811},[118],{"categories":2813},[118],{"categories":2815},[118],{"categories":2817},[199],{"categories":2819},[199],{"categories":2821},[118],{"categories":2823},[118],{"categories":2825},[221],{"categories":2827},[118],{"categories":2829},[118],{"categories":2831},[118],{"categories":2833},[182],{"categories":2835},[118],{"categories":2837},[182],{"categories":2839},[118],{"categories":2841},[118],{"categories":2843},[118],{"categories":2845},[182],{"categories":2847},[],{"categories":2849},[118],{"categories":2851},[],{"categories":2853},[118],{"categories":2855},[118],{"categories":2857},[348],{"categories":2859},[118],{"categories":2861},[],{"categories":2863},[],{"categories":2865},[276],{"categories":2867},[1016],{"categories":2869},[182],{"categories":2871},[172],{"categories":2873},[2668],{"categories":2875},[],{"categories":2877},[],{"categories":2879},[118],{"categories":2881},[],{"categories":2883},[],{"categories":2885},[196],{"categories":2887},[221],{"categories":2889},[307],{"categories":2891},[182],{"categories":2893},[177],{"categories":2895},[118],{"categories":2897},[118],{"categories":2899},[177],{"categories":2901},[],{"categories":2903},[276],{"categories":2905},[185],{"categories":2907},[118],{"categories":2909},[118],{"categories":2911},[182],{"categories":2913},[177],{"categories":2915},[118],{"categories":2917},[118],{"categories":2919},[172],{"categories":2921},[118],{"categories":2923},[118],{"categories":2925},[],{"categories":2927},[172],{"categories":2929},[118],{"categories":2931},[307],{"categories":2933},[182],{"categories":2935},[221],{"categories":2937},[118],{"categories":2939},[196],{"categories":2941},[118],{"categories":2943},[118],{"categories":2945},[118],{"categories":2947},[118],{"categories":2949},[177],{"categories":2951},[118],{"categories":2953},[118],{"categories":2955},[118],{"categories":2957},[182],{"categories":2959},[118],{"categories":2961},[118],{"categories":2963},[],{"categories":2965},[118],{"categories":2967},[196],{"categories":2969},[172],{"categories":2971},[118],{"categories":2973},[118],{"categories":2975},[276],{"categories":2977},[118],{"categories":2979},[],{"categories":2981},[118],{"categories":2983},[535],{"categories":2985},[182],{"categories":2987},[177],{"categories":2989},[221],{"categories":2991},[118],{"categories":2993},[118],{"categories":2995},[],{"categories":2997},[177],{"categories":2999},[177],{"categories":3001},[118],{"categories":3003},[118],{"categories":3005},[185],{"categories":3007},[118],{"categories":3009},[118],{"categories":3011},[118],{"categories":3013},[118],{"categories":3015},[196],{"categories":3017},[199],{"categories":3019},[196],{"categories":3021},[118],{"categories":3023},[],{"categories":3025},[118],{"categories":3027},[196],{"categories":3029},[118],{"categories":3031},[196],{"categories":3033},[182],{"categories":3035},[650],{"categories":3037},[],{"categories":3039},[],{"categories":3041},[118],{"categories":3043},[221],{"categories":3045},[],{"categories":3047},[348],{"categories":3049},[118],{"categories":3051},[118],{"categories":3053},[118],{"categories":3055},[276],{"categories":3057},[976],{"categories":3059},[],{"categories":3061},[118],{"categories":3063},[118],{"categories":3065},[118],{"categories":3067},[196],{"categories":3069},[118],{"categories":3071},[118],{"categories":3073},[118],{"categories":3075},[118,348],{"categories":3077},[118],{"categories":3079},[118],{"categories":3081},[276],{"categories":3083},[182],{"categories":3085},[],{"categories":3087},[182],{"categories":3089},[182],{"categories":3091},[118],{"categories":3093},[118],{"categories":3095},[118],{"categories":3097},[118],{"categories":3099},[199],{"categories":3101},[118],{"categories":3103},[2715],{"categories":3105},[172],{"categories":3107},[118],{"categories":3109},[199],{"categories":3111},[172],{"categories":3113},[196],{"categories":3115},[276],{"categories":3117},[182],{"categories":3119},[118],{"categories":3121},[],{"categories":3123},[177],{"categories":3125},[118],{"categories":3127},[118],{"categories":3129},[221],{"categories":3131},[118],{"categories":3133},[118],{"categories":3135},[118],{"categories":3137},[182],{"categories":3139},[118],{"categories":3141},[118],{"categories":3143},[276],{"categories":3145},[118],{"categories":3147},[177],{"categories":3149},[],{"categories":3151},[348],{"categories":3153},[118],{"categories":3155},[454],{"categories":3157},[276],{"categories":3159},[276],{"categories":3161},[196],{"categories":3163},[182],{"categories":3165},[118],{"categories":3167},[177],{"categories":3169},[221],{"categories":3171},[118],{"categories":3173},[118],{"categories":3175},[118],{"categories":3177},[276],{"categories":3179},[182],{"categories":3181},[118],{"categories":3183},[182],{"categories":3185},[118],{"categories":3187},[182],{"categories":3189},[118],{"categories":3191},[604],{"categories":3193},[118],{"categories":3195},[182],{"categories":3197},[],{"categories":3199},[118],{"categories":3201},[118],{"categories":3203},[118],{"categories":3205},[118],{"categories":3207},[],{"categories":3209},[],{"categories":3211},[118],{"categories":3213},[118],{"categories":3215},[182],{"categories":3217},[118],{"categories":3219},[118],{"categories":3221},[118],{"categories":3223},[196],{"categories":3225},[118],{"categories":3227},[118],{"categories":3229},[182],{"categories":3231},[118],{"categories":3233},[118],{"categories":3235},[118],{"categories":3237},[118],{"categories":3239},[118],{"categories":3241},[],{"categories":3243},[196],{"categories":3245},[199],{"categories":3247},[118],{"categories":3249},[182],{"categories":3251},[182],{"categories":3253},[118],{"categories":3255},[118],{"categories":3257},[],{"categories":3259},[],{"categories":3261},[118],{"categories":3263},[118],{"categories":3265},[118],{"categories":3267},[221],{"categories":3269},[199],{"categories":3271},[],{"categories":3273},[118],{"categories":3275},[276],{"categories":3277},[118],{"categories":3279},[348],{"categories":3281},[1965],{"categories":3283},[118],{"categories":3285},[221],{"categories":3287},[196],{"categories":3289},[118],{"categories":3291},[196],{"categories":3293},[196],{"categories":3295},[118],{"categories":3297},[118],{"categories":3299},[196],{"categories":3301},[221],{"categories":3303},[221],{"categories":3305},[348],{"categories":3307},[182],{"categories":3309},[],{"categories":3311},[221],{"categories":3313},[177],{"categories":3315},[118],{"categories":3317},[182],{"categories":3319},[172],{"categories":3321},[196],{"categories":3323},[118],{"categories":3325},[221],{"categories":3327},[],{"categories":3329},[118],{"categories":3331},[196],{"categories":3333},[196],{"categories":3335},[199],{"categories":3337},[118],{"categories":3339},[221],{"categories":3341},[118],{"categories":3343},[196],{"categories":3345},[182],{"categories":3347},[182],{"categories":3349},[221],{"categories":3351},[182],{"categories":3353},[348],{"categories":3355},[182],{"categories":3357},[118],{"categories":3359},[118],{"categories":3361},[118],{"categories":3363},[118],{"categories":3365},[118],{"categories":3367},[196],{"categories":3369},[118],{"categories":3371},[],{"categories":3373},[182],{"categories":3375},[177],{"categories":3377},[196],{"categories":3379},[],{"categories":3381},[],{"categories":3383},[118],{"categories":3385},[182],{"categories":3387},[118],{"categories":3389},[118],{"categories":3391},[118],{"categories":3393},[3394],"Frameworks & Tooling",{"categories":3396},[118],{"categories":3398},[118],{"categories":3400},[196],{"categories":3402},[118],{"categories":3404},[118],{"categories":3406},[],{"categories":3408},[199],{"categories":3410},[199],{"categories":3412},[118],{"categories":3414},[172],{"categories":3416},[118],{"categories":3418},[182],{"categories":3420},[118],{"categories":3422},[276],{"categories":3424},[],{"categories":3426},[1965],{"categories":3428},[118],{"categories":3430},[196],{"categories":3432},[118],{"categories":3434},[348],{"categories":3436},[348],{"categories":3438},[],{"categories":3440},[182],{"categories":3442},[182],{"categories":3444},[118],{"categories":3446},[118],{"categories":3448},[221],{"categories":3450},[182],{"categories":3452},[221],{"categories":3454},[118],{"categories":3456},[182],{"categories":3458},[],{"categories":3460},[276],{"categories":3462},[118],{"categories":3464},[118],{"categories":3466},[],{"categories":3468},[118],{"categories":3470},[182],{"categories":3472},[118],{"categories":3474},[118],{"categories":3476},[118],{"categories":3478},[],{"categories":3480},[177],{"categories":3482},[196],{"categories":3484},[118],{"categories":3486},[196],{"categories":3488},[348],{"categories":3490},[118],{"categories":3492},[118],{"categories":3494},[118],{"categories":3496},[196],{"categories":3498},[118],{"categories":3500},[177],{"categories":3502},[118],{"categories":3504},[1965],{"categories":3506},[],{"categories":3508},[182],{"categories":3510},[172],{"categories":3512},[118],{"categories":3514},[172],{"categories":3516},[118],{"categories":3518},[],{"categories":3520},[182],{"categories":3522},[118],{"categories":3524},[118],{"categories":3526},[3527],"AI Design Tooling",{"categories":3529},[276],{"categories":3531},[118],{"categories":3533},[118],{"categories":3535},[196],{"categories":3537},[276],{"categories":3539},[118],{"categories":3541},[118],{"categories":3543},[196],{"categories":3545},[182],{"categories":3547},[221],{"categories":3549},[185],{"categories":3551},[196],{"categories":3553},[118],{"categories":3555},[118],{"categories":3557},[118],{"categories":3559},[182],{"categories":3561},[118],{"categories":3563},[],{"categories":3565},[182],{"categories":3567},[118],{"categories":3569},[118],{"categories":3571},[182],{"categories":3573},[118],{"categories":3575},[118],{"categories":3577},[118],{"categories":3579},[182],{"categories":3581},[],{"categories":3583},[182],{"categories":3585},[3394],{"categories":3587},[118],{"categories":3589},[118],{"categories":3591},[182],{"categories":3593},[182],{"categories":3595},[196],{"categories":3597},[196],{"categories":3599},[118],{"categories":3601},[118],{"categories":3603},[],{"categories":3605},[196],{"categories":3607},[118],{"categories":3609},[118],{"categories":3611},[182],{"categories":3613},[177],{"categories":3615},[118],{"categories":3617},[],{"categories":3619},[118],{"categories":3621},[118],{"categories":3623},[2444],{"categories":3625},[],{"categories":3627},[118],{"categories":3629},[118],{"categories":3631},[118],{"categories":3633},[118],{"categories":3635},[276],{"categories":3637},[118],{"categories":3639},[],{"categories":3641},[118],{"categories":3643},[118],{"categories":3645},[118],{"categories":3647},[118],{"categories":3649},[307],{"categories":3651},[221],{"categories":3653},[118],{"categories":3655},[118],{"categories":3657},[1965],{"categories":3659},[118],{"categories":3661},[172],{"categories":3663},[118],{"categories":3665},[118],{"categories":3667},[199],{"categories":3669},[182],{"categories":3671},[118],{"categories":3673},[118],{"categories":3675},[221],{"categories":3677},[182],{"categories":3679},[],{"categories":3681},[118],{"categories":3683},[118],{"categories":3685},[276],{"categories":3687},[118],{"categories":3689},[307],{"categories":3691},[182],{"categories":3693},[118],{"categories":3695},[182],{"categories":3697},[118],{"categories":3699},[],{"categories":3701},[],{"categories":3703},[],{"categories":3705},[172],{"categories":3707},[221],{"categories":3709},[182],{"categories":3711},[118],{"categories":3713},[118],{"categories":3715},[118],{"categories":3717},[118],{"categories":3719},[477],{"categories":3721},[276],{"categories":3723},[182],{"categories":3725},[118],{"categories":3727},[],{"categories":3729},[182],{"categories":3731},[182],{"categories":3733},[],{"categories":3735},[118],{"categories":3737},[182],{"categories":3739},[118],{"categories":3741},[],{"categories":3743},[118],{"categories":3745},[118],{"categories":3747},[118],{"categories":3749},[221],{"categories":3751},[276],{"categories":3753},[182],{"categories":3755},[276],{"categories":3757},[182],{"categories":3759},[118],{"categories":3761},[177],{"categories":3763},[],{"categories":3765},[],{"categories":3767},[118],{"categories":3769},[118],{"categories":3771},[118],{"categories":3773},[172],{"categories":3775},[118],{"categories":3777},[182],{"categories":3779},[221],{"categories":3781},[],{"categories":3783},[276],{"categories":3785},[182],{"categories":3787},[],{"categories":3789},[196],{"categories":3791},[118],{"categories":3793},[196],{"categories":3795},[276],{"categories":3797},[196],{"categories":3799},[118],{"categories":3801},[],{"categories":3803},[118],{"categories":3805},[118],{"categories":3807},[182],{"categories":3809},[],{"categories":3811},[118],{"categories":3813},[118],{"categories":3815},[307],{"categories":3817},[118],{"categories":3819},[118],{"categories":3821},[348],{"categories":3823},[196],{"categories":3825},[118],{"categories":3827},[182],{"categories":3829},[],{"categories":3831},[118],{"categories":3833},[182],{"categories":3835},[118],{"categories":3837},[172],{"categories":3839},[604],{"categories":3841},[118],{"categories":3843},[118],{"categories":3845},[118],{"categories":3847},[182],{"categories":3849},[118],{"categories":3851},[182],{"categories":3853},[118],{"categories":3855},[118],{"categories":3857},[118],{"categories":3859},[182],{"categories":3861},[118],{"categories":3863},[118],{"categories":3865},[],{"categories":3867},[118],{"categories":3869},[172],{"categories":3871},[118],{"categories":3873},[177],{"categories":3875},[196],{"categories":3877},[276],{"categories":3879},[],{"categories":3881},[118],{"categories":3883},[],{"categories":3885},[182],{"categories":3887},[118],{"categories":3889},[182],{"categories":3891},[],{"categories":3893},[182],{"categories":3895},[118],{"categories":3897},[196],{"categories":3899},[276],{"categories":3901},[221],{"categories":3903},[118],{"categories":3905},[221],{"categories":3907},[182],{"categories":3909},[276],{"categories":3911},[118],{"categories":3913},[],{"categories":3915},[118],{"categories":3917},[210],{"categories":3919},[182],{"categories":3921},[118],{"categories":3923},[276],{"categories":3925},[221],{"categories":3927},[118],{"categories":3929},[177],{"categories":3931},[196],{"categories":3933},[118],{"categories":3935},[118],{"categories":3937},[118],{"categories":3939},[118],{"categories":3941},[118],{"categories":3943},[221],{"categories":3945},[196],{"categories":3947},[307],{"categories":3949},[],{"categories":3951},[],{"categories":3953},[199],{"categories":3955},[535],{"categories":3957},[118],{"categories":3959},[182],{"categories":3961},[118,196],{"categories":3963},[221],{"categories":3965},[118],{"categories":3967},[118],{"categories":3969},[118],{"categories":3971},[118],{"categories":3973},[118],{"categories":3975},[118],{"categories":3977},[118],{"categories":3979},[182],{"categories":3981},[118],{"categories":3983},[118],{"categories":3985},[182],{"categories":3987},[118],{"categories":3989},[118],{"categories":3991},[118],{"categories":3993},[],{"categories":3995},[118],{"categories":3997},[1357],{"categories":3999},[196],{"categories":4001},[276],{"categories":4003},[118],{"categories":4005},[118],{"categories":4007},[118],{"categories":4009},[118],{"categories":4011},[199],{"categories":4013},[182],{"categories":4015},[307],{"categories":4017},[348],{"categories":4019},[],{"categories":4021},[196],{"categories":4023},[118],{"categories":4025},[177],{"categories":4027},[182],{"categories":4029},[118],{"categories":4031},[172],{"categories":4033},[182],{"categories":4035},[118],{"categories":4037},[182],{"categories":4039},[182],{"categories":4041},[185],{"categories":4043},[196],{"categories":4045},[118],{"categories":4047},[118],{"categories":4049},[],{"categories":4051},[],{"categories":4053},[],{"categories":4055},[348],{"categories":4057},[118],{"categories":4059},[221],{"categories":4061},[118],{"categories":4063},[118],{"categories":4065},[118],{"categories":4067},[118],{"categories":4069},[196],{"categories":4071},[118],{"categories":4073},[],{"categories":4075},[118],{"categories":4077},[199],{"categories":4079},[177],{"categories":4081},[182],{"categories":4083},[118],{"categories":4085},[],{"categories":4087},[118],{"categories":4089},[182],{"categories":4091},[196],{"categories":4093},[118],{"categories":4095},[118],{"categories":4097},[118],{"categories":4099},[348],{"categories":4101},[],{"categories":4103},[276],{"categories":4105},[276],{"categories":4107},[118],{"categories":4109},[182],{"categories":4111},[],{"categories":4113},[196],{"categories":4115},[118],{"categories":4117},[276],{"categories":4119},[118],{"categories":4121},[177],{"categories":4123},[182],{"categories":4125},[118],{"categories":4127},[],{"categories":4129},[221],{"categories":4131},[118],{"categories":4133},[118],{"categories":4135},[118],{"categories":4137},[118],{"categories":4139},[276],{"categories":4141},[182],{"categories":4143},[221],{"categories":4145},[],{"categories":4147},[182],{"categories":4149},[118],{"categories":4151},[177],{"categories":4153},[182],{"categories":4155},[276],{"categories":4157},[118],{"categories":4159},[118],{"categories":4161},[118],{"categories":4163},[535],{"categories":4165},[118],{"categories":4167},[182],{"categories":4169},[],{"categories":4171},[118],{"categories":4173},[118],{"categories":4175},[348],{"categories":4177},[221],{"categories":4179},[199],{"categories":4181},[650],{"categories":4183},[199],{"categories":4185},[199],{"categories":4187},[118],{"categories":4189},[],{"categories":4191},[],{"categories":4193},[],{"categories":4195},[182],{"categories":4197},[118],{"categories":4199},[118],{"categories":4201},[182],{"categories":4203},[182],{"categories":4205},[196],{"categories":4207},[118],{"categories":4209},[510],{"categories":4211},[196],{"categories":4213},[118],{"categories":4215},[182],{"categories":4217},[118],{"categories":4219},[118],{"categories":4221},[118],{"categories":4223},[177],{"categories":4225},[118],{"categories":4227},[118],{"categories":4229},[118],{"categories":4231},[182],{"categories":4233},[118],{"categories":4235},[],{"categories":4237},[],{"categories":4239},[118],{"categories":4241},[],{"categories":4243},[118],{"categories":4245},[182],{"categories":4247},[276],{"categories":4249},[118],{"categories":4251},[118],{"categories":4253},[182],{"categories":4255},[],{"categories":4257},[182],{"categories":4259},[118],{"categories":4261},[118],{"categories":4263},[185],{"categories":4265},[118],{"categories":4267},[276],{"categories":4269},[118],{"categories":4271},[182],{"categories":4273},[177],{"categories":4275},[118],{"categories":4277},[118],{"categories":4279},[118],{"categories":4281},[307],{"categories":4283},[182],{"categories":4285},[118],{"categories":4287},[118],{"categories":4289},[976],{"categories":4291},[118],{"categories":4293},[182],{"categories":4295},[118],{"categories":4297},[196],{"categories":4299},[118],{"categories":4301},[604],{"categories":4303},[276],{"categories":4305},[],{"categories":4307},[118],{"categories":4309},[118],{"categories":4311},[221],{"categories":4313},[535],{"categories":4315},[182],{"categories":4317},[118],{"categories":4319},[],{"categories":4321},[221],{"categories":4323},[454],{"categories":4325},[182],{"categories":4327},[182],{"categories":4329},[182],{"categories":4331},[118],{"categories":4333},[118],{"categories":4335},[182],{"categories":4337},[118],{"categories":4339},[],{"categories":4341},[177],{"categories":4343},[118],{"categories":4345},[276],{"categories":4347},[177],{"categories":4349},[182],{"categories":4351},[],{"categories":4353},[196],{"categories":4355},[118],{"categories":4357},[118],{"categories":4359},[172],{"categories":4361},[118],{"categories":4363},[221],{"categories":4365},[348],{"categories":4367},[210],{"categories":4369},[182],{"categories":4371},[182],{"categories":4373},[118],{"categories":4375},[118],{"categories":4377},[182],{"categories":4379},[118],{"categories":4381},[172],{"categories":4383},[],{"categories":4385},[182],{"categories":4387},[118],{"categories":4389},[118],{"categories":4391},[118],{"categories":4393},[182],{"categories":4395},[118],{"categories":4397},[],{"categories":4399},[118],{"categories":4401},[],{"categories":4403},[276],{"categories":4405},[182],{"categories":4407},[118,177],{"categories":4409},[182],{"categories":4411},[118],{"categories":4413},[],{"categories":4415},[172],{"categories":4417},[199],{"categories":4419},[177],{"categories":4421},[118],{"categories":4423},[196],{"categories":4425},[118],{"categories":4427},[118],{"categories":4429},[182],{"categories":4431},[118],{"categories":4433},[118],{"categories":4435},[118],{"categories":4437},[221],{"categories":4439},[1357],{"categories":4441},[182],{"categories":4443},[118],{"categories":4445},[],{"categories":4447},[],{"categories":4449},[118],{"categories":4451},[182],{"categories":4453},[118],{"categories":4455},[118],{"categories":4457},[348],{"categories":4459},[],{"categories":4461},[118],{"categories":4463},[182],{"categories":4465},[210],{"categories":4467},[182],{"categories":4469},[118],{"categories":4471},[535],{"categories":4473},[],{"categories":4475},[477],{"categories":4477},[118],{"categories":4479},[182],{"categories":4481},[118],{"categories":4483},[118],{"categories":4485},[118],{"categories":4487},[307],{"categories":4489},[118],{"categories":4491},[182],{"categories":4493},[118],{"categories":4495},[199],{"categories":4497},[185],{"categories":4499},[182],{"categories":4501},[118],{"categories":4503},[535],{"categories":4505},[118],{"categories":4507},[348],{"categories":4509},[177],{"categories":4511},[],{"categories":4513},[118],{"categories":4515},[118],{"categories":4517},[307],{"categories":4519},[276],{"categories":4521},[118],{"categories":4523},[118],{"categories":4525},[118],{"categories":4527},[],{"categories":4529},[307],{"categories":4531},[221],{"categories":4533},[118],{"categories":4535},[118],{"categories":4537},[118],{"categories":4539},[650],{"categories":4541},[172],{"categories":4543},[118],{"categories":4545},[185],{"categories":4547},[118],{"categories":4549},[118],{"categories":4551},[],{"categories":4553},[],{"categories":4555},[276],{"categories":4557},[118],{"categories":4559},[118],{"categories":4561},[199],{"categories":4563},[307],{"categories":4565},[182],{"categories":4567},[118],{"categories":4569},[118],{"categories":4571},[307],{"categories":4573},[221],{"categories":4575},[118],{"categories":4577},[],{"categories":4579},[118],{"categories":4581},[118],{"categories":4583},[],{"categories":4585},[118],{"categories":4587},[118],{"categories":4589},[677],{"categories":4591},[118],{"categories":4593},[118],{"categories":4595},[182],{"categories":4597},[196],{"categories":4599},[535],{"categories":4601},[118],{"categories":4603},[177],{"categories":4605},[118],{"categories":4607},[118],{"categories":4609},[],{"categories":4611},[118,196],{"categories":4613},[221],{"categories":4615},[182],{"categories":4617},[196],{"categories":4619},[182],{"categories":4621},[1016],{"categories":4623},[196],{"categories":4625},[196],{"categories":4627},[182],{"categories":4629},[118],{"categories":4631},[172],{"categories":4633},[118],{"categories":4635},[],{"categories":4637},[],{"categories":4639},[182],{"categories":4641},[118],{"categories":4643},[196],{"categories":4645},[182],{"categories":4647},[118],{"categories":4649},[172],{"categories":4651},[196],{"categories":4653},[196],{"categories":4655},[118],{"categories":4657},[307],{"categories":4659},[118],{"categories":4661},[118],{"categories":4663},[196],{"categories":4665},[118],{"categories":4667},[],{"categories":4669},[118],{"categories":4671},[118],{"categories":4673},[276,118],{"categories":4675},[348],{"categories":4677},[172],{"categories":4679},[118],{"categories":4681},[],{"categories":4683},[118],{"categories":4685},[118],{"categories":4687},[177],{"categories":4689},[118],{"categories":4691},[177],{"categories":4693},[118],{"categories":4695},[118],{"categories":4697},[454],{"categories":4699},[118],{"categories":4701},[177],{"categories":4703},[196],{"categories":4705},[199],{"categories":4707},[182],{"categories":4709},[118],{"categories":4711},[196],{"categories":4713},[118],{"categories":4715},[118],{"categories":4717},[221],{"categories":4719},[307],{"categories":4721},[276],{"categories":4723},[118],{"categories":4725},[118],{"categories":4727},[185],{"categories":4729},[118],{"categories":4731},[118],{"categories":4733},[172],{"categories":4735},[118],{"categories":4737},[182],{"categories":4739},[182],{"categories":4741},[196],{"categories":4743},[118],{"categories":4745},[221],{"categories":4747},[196],{"categories":4749},[196],{"categories":4751},[118],{"categories":4753},[118],{"categories":4755},[],{"categories":4757},[],{"categories":4759},[199],{"categories":4761},[118],{"categories":4763},[196],{"categories":4765},[118],{"categories":4767},[276],{"categories":4769},[535],{"categories":4771},[477],{"categories":4773},[454],{"categories":4775},[118],{"categories":4777},[118],{"categories":4779},[196],{"categories":4781},[118],{"categories":4783},[199],{"categories":4785},[118],{"categories":4787},[118],{"categories":4789},[118],{"categories":4791},[118],{"categories":4793},[118],{"categories":4795},[118],{"categories":4797},[118],{"categories":4799},[182],{"categories":4801},[172],{"categories":4803},[182],{"categories":4805},[118,177],{"categories":4807},[],{"categories":4809},[276],{"categories":4811},[],{"categories":4813},[185],{"categories":4815},[118],{"categories":4817},[221],{"categories":4819},[172],{"categories":4821},[118],{"categories":4823},[172],{"categories":4825},[182],{"categories":4827},[199],{"categories":4829},[182],{"categories":4831},[177],{"categories":4833},[185],{"categories":4835},[118],{"categories":4837},[182],{"categories":4839},[118],{"categories":4841},[118],{"categories":4843},[118],{"categories":4845},[177],{"categories":4847},[182],{"categories":4849},[196],{"categories":4851},[307],{"categories":4853},[118],{"categories":4855},[118],{"categories":4857},[],{"categories":4859},[221],{"categories":4861},[118],{"categories":4863},[118],{"categories":4865},[118],{"categories":4867},[118],{"categories":4869},[118],{"categories":4871},[118],{"categories":4873},[196],{"categories":4875},[221],{"categories":4877},[196],{"categories":4879},[196],{"categories":4881},[118],{"categories":4883},[118],{"categories":4885},[118],{"categories":4887},[118],{"categories":4889},[477],{"categories":4891},[118],{"categories":4893},[182],{"categories":4895},[182],{"categories":4897},[221],{"categories":4899},[118],{"categories":4901},[118],{"categories":4903},[118],{"categories":4905},[182],{"categories":4907},[118],{"categories":4909},[118],{"categories":4911},[118],{"categories":4913},[3394],{"categories":4915},[4916],"Clinical AI",{"categories":4918},[276],{"categories":4920},[118],{"categories":4922},[118],{"categories":4924},[118],{"categories":4926},[118],{"categories":4928},[348],{"categories":4930},[2715],{"categories":4932},[118],{"categories":4934},[185],{"categories":4936},[276],{"categories":4938},[118],{"categories":4940},[182],{"categories":4942},[118],{"categories":4944},[118],{"categories":4946},[221],{"categories":4948},[118],{"categories":4950},[182],{"categories":4952},[196],{"categories":4954},[307],{"categories":4956},[118],{"categories":4958},[118],{"categories":4960},[177],{"categories":4962},[118],{"categories":4964},[118],{"categories":4966},[604],{"categories":4968},[118],{"categories":4970},[],{"categories":4972},[182],{"categories":4974},[118],{"categories":4976},[196],{"categories":4978},[172],{"categories":4980},[118],{"categories":4982},[],{"categories":4984},[],{"categories":4986},[118],{"categories":4988},[],{"categories":4990},[177],{"categories":4992},[118],{"categories":4994},[118],{"categories":4996},[182],{"categories":4998},[118],{"categories":5000},[221],{"categories":5002},[221],{"categories":5004},[221],{"categories":5006},[221],{"categories":5008},[],{"categories":5010},[172],{"categories":5012},[182],{"categories":5014},[221],{"categories":5016},[118],{"categories":5018},[677],{"categories":5020},[185],{"categories":5022},[182],{"categories":5024},[118],{"categories":5026},[172],{"categories":5028},[118],{"categories":5030},[182],{"categories":5032},[118],{"categories":5034},[118],{"categories":5036},[118],{"categories":5038},[118],{"categories":5040},[118,182],{"categories":5042},[182],{"categories":5044},[348],{"categories":5046},[221],{"categories":5048},[182],{"categories":5050},[221],{"categories":5052},[182],{"categories":5054},[118],{"categories":5056},[],{"categories":5058},[221],{"categories":5060},[307],{"categories":5062},[172],{"categories":5064},[118],{"categories":5066},[118],{"categories":5068},[],{"categories":5070},[196],{"categories":5072},[],{"categories":5074},[172],{"categories":5076},[182],{"categories":5078},[221],{"categories":5080},[118],{"categories":5082},[221],{"categories":5084},[172],{"categories":5086},[221],{"categories":5088},[221],{"categories":5090},[],{"categories":5092},[177],{"categories":5094},[182],{"categories":5096},[221],{"categories":5098},[221],{"categories":5100},[221],{"categories":5102},[221],{"categories":5104},[221],{"categories":5106},[221],{"categories":5108},[221],{"categories":5110},[221],{"categories":5112},[221],{"categories":5114},[221],{"categories":5116},[199],{"categories":5118},[172],{"categories":5120},[118],{"categories":5122},[118],{"categories":5124},[182],{"categories":5126},[182],{"categories":5128},[],{"categories":5130},[118],{"categories":5132},[118,172],{"categories":5134},[],{"categories":5136},[182],{"categories":5138},[118],{"categories":5140},[221],{"categories":5142},[182],{"categories":5144},[182],{"categories":5146},[1016],{"categories":5148},[118],{"categories":5150},[118],{"categories":5152},[118],{"categories":5154},[118],{"categories":5156},[185],{"categories":5158},[118],{"categories":5160},[118],{"categories":5162},[454],{"categories":5164},[118],{"categories":5166},[118],{"categories":5168},[182],{"categories":5170},[118],{"categories":5172},[118],{"categories":5174},[118],{"categories":5176},[177],{"categories":5178},[185],{"categories":5180},[182],{"categories":5182},[182],{"categories":5184},[],{"categories":5186},[182],{"categories":5188},[276],{"categories":5190},[221],{"categories":5192},[118],{"categories":5194},[],{"categories":5196},[185],{"categories":5198},[],{"categories":5200},[196],{"categories":5202},[118],{"categories":5204},[182],{"categories":5206},[276],{"categories":5208},[118],{"categories":5210},[118],{"categories":5212},[],{"categories":5214},[118],{"categories":5216},[118],{"categories":5218},[],{"categories":5220},[307],{"categories":5222},[118],{"categories":5224},[182],{"categories":5226},[],{"categories":5228},[],{"categories":5230},[221],{"categories":5232},[172],{"categories":5234},[118],{"categories":5236},[118],{"categories":5238},[177],{"categories":5240},[118],{"categories":5242},[118],{"categories":5244},[182],{"categories":5246},[118],{"categories":5248},[177],{"categories":5250},[177],{"categories":5252},[276],{"categories":5254},[],{"categories":5256},[118],{"categories":5258},[221],{"categories":5260},[],{"categories":5262},[118],{"categories":5264},[118],{"categories":5266},[276],{"categories":5268},[118],{"categories":5270},[118],{"categories":5272},[307],{"categories":5274},[118],{"categories":5276},[348],{"categories":5278},[],{"categories":5280},[182],{"categories":5282},[118],{"categories":5284},[307],{"categories":5286},[196],{"categories":5288},[],{"categories":5290},[118],{"categories":5292},[],{"categories":5294},[182],{"categories":5296},[276],{"categories":5298},[196],{"categories":5300},[],{"categories":5302},[3394],{"categories":5304},[177],{"categories":5306},[172],{"categories":5308},[118],{"categories":5310},[199],{"categories":5312},[182],{"categories":5314},[276],{"categories":5316},[118],{"categories":5318},[118],{"categories":5320},[196],{"categories":5322},[],{"categories":5324},[],{"categories":5326},[118],{"categories":5328},[172],{"categories":5330},[118],{"categories":5332},[307],{"categories":5334},[],{"categories":5336},[182],{"categories":5338},[182],{"categories":5340},[118],{"categories":5342},[182],{"categories":5344},[118],{"categories":5346},[221],{"categories":5348},[118],{"categories":5350},[196],{"categories":5352},[118],{"categories":5354},[182],{"categories":5356},[185],{"categories":5358},[118],{"categories":5360},[118],{"categories":5362},[118],{"categories":5364},[118],{"categories":5366},[182],{"categories":5368},[118],{"categories":5370},[185],{"categories":5372},[307],{"categories":5374},[221],{"categories":5376},[],{"categories":5378},[307],{"categories":5380},[118],{"categories":5382},[],{"categories":5384},[196],{"categories":5386},[182],{"categories":5388},[],{"categories":5390},[118],{"categories":5392},[118],{"categories":5394},[118],{"categories":5396},[118],{"categories":5398},[118],{"categories":5400},[182],{"categories":5402},[177],{"categories":5404},[172],{"categories":5406},[118],{"categories":5408},[118],{"categories":5410},[182],{"categories":5412},[118],{"categories":5414},[276],{"categories":5416},[196],{"categories":5418},[196],{"categories":5420},[118],{"categories":5422},[199],{"categories":5424},[182],{"categories":5426},[118],{"categories":5428},[118],{"categories":5430},[182],{"categories":5432},[118],{"categories":5434},[118],{"categories":5436},[182],{"categories":5438},[177],{"categories":5440},[118],{"categories":5442},[276],{"categories":5444},[196],{"categories":5446},[182],{"categories":5448},[118],{"categories":5450},[185],{"categories":5452},[118],{"categories":5454},[182],{"categories":5456},[118],{"categories":5458},[118],{"categories":5460},[221],{"categories":5462},[118],{"categories":5464},[],{"categories":5466},[172],{"categories":5468},[118],{"categories":5470},[118],{"categories":5472},[118],{"categories":5474},[196],{"categories":5476},[196],{"categories":5478},[118],{"categories":5480},[196],{"categories":5482},[118],{"categories":5484},[182],{"categories":5486},[118],{"categories":5488},[118],{"categories":5490},[118],{"categories":5492},[118],{"categories":5494},[118],{"categories":5496},[],{"categories":5498},[118],{"categories":5500},[276],{"categories":5502},[182],{"categories":5504},[177],{"categories":5506},[221],{"categories":5508},[118],{"categories":5510},[182],{"categories":5512},[118],{"categories":5514},[182],{"categories":5516},[118],{"categories":5518},[118],{"categories":5520},[276],{"categories":5522},[182],{"categories":5524},[118],{"categories":5526},[307],{"categories":5528},[177],{"categories":5530},[118],{"categories":5532},[199],{"categories":5534},[118],{"categories":5536},[118],{"categories":5538},[221],{"categories":5540},[118],{"categories":5542},[118],{"categories":5544},[118],{"categories":5546},[118],{"categories":5548},[182],{"categories":5550},[348],{"categories":5552},[118],{"categories":5554},[196],{"categories":5556},[182],{"categories":5558},[199],{"categories":5560},[],{"categories":5562},[182],{"categories":5564},[196],{"categories":5566},[118],{"categories":5568},[118],{"categories":5570},[118],{"categories":5572},[2541],{"categories":5574},[118],{"categories":5576},[276],{"categories":5578},[383],{"categories":5580},[118],{"categories":5582},[118],{"categories":5584},[118],{"categories":5586},[118],{"categories":5588},[118],{"categories":5590},[172],{"categories":5592},[182],{"categories":5594},[118],{"categories":5596},[118],{"categories":5598},[196],{"categories":5600},[177],{"categories":5602},[118],{"categories":5604},[196],{"categories":5606},[118],{"categories":5608},[],{"categories":5610},[182],{"categories":5612},[182],{"categories":5614},[118],{"categories":5616},[118],{"categories":5618},[118],{"categories":5620},[199],{"categories":5622},[],{"categories":5624},[221],{"categories":5626},[],{"categories":5628},[221],{"categories":5630},[118],{"categories":5632},[118],{"categories":5634},[118],{"categories":5636},[182],{"categories":5638},[118],{"categories":5640},[182],{"categories":5642},[182],{"categories":5644},[],{"categories":5646},[118],{"categories":5648},[221],{"categories":5650},[118],{"categories":5652},[],{"categories":5654},[118],{"categories":5656},[118],{"categories":5658},[],{"categories":5660},[118],{"categories":5662},[118],{"categories":5664},[276],{"categories":5666},[196],{"categories":5668},[182],{"categories":5670},[118],{"categories":5672},[118],{"categories":5674},[118],{"categories":5676},[118],{"categories":5678},[307],{"categories":5680},[118],{"categories":5682},[118],{"categories":5684},[118],{"categories":5686},[172],{"categories":5688},[118],{"categories":5690},[118],{"categories":5692},[],{"categories":5694},[118],{"categories":5696},[118],{"categories":5698},[118],{"categories":5700},[],{"categories":5702},[172],{"categories":5704},[118],{"categories":5706},[118],{"categories":5708},[118],{"categories":5710},[221],{"categories":5712},[118],{"categories":5714},[196],{"categories":5716},[185],{"categories":5718},[182],{"categories":5720},[535],{"categories":5722},[118],{"categories":5724},[118],{"categories":5726},[118],{"categories":5728},[196],{"categories":5730},[221],{"categories":5732},[276],{"categories":5734},[118],{"categories":5736},[118],{"categories":5738},[118],{"categories":5740},[118],{"categories":5742},[118],{"categories":5744},[118],{"categories":5746},[221],{"categories":5748},[118],{"categories":5750},[276],{"categories":5752},[118],{"categories":5754},[118],{"categories":5756},[221],{"categories":5758},[276],{"categories":5760},[118],{"categories":5762},[221],{"categories":5764},[118],{"categories":5766},[182],{"categories":5768},[182],{"categories":5770},[182],{"categories":5772},[196],{"categories":5774},[221],{"categories":5776},[182],{"categories":5778},[182],{"categories":5780},[118],{"categories":5782},[196],{"categories":5784},[276],{"categories":5786},[118],{"categories":5788},[118],{"categories":5790},[182],{"categories":5792},[118],{"categories":5794},[],{"categories":5796},[182],{"categories":5798},[],{"categories":5800},[118],{"categories":5802},[118],{"categories":5804},[],{"categories":5806},[],{"categories":5808},[182],{"categories":5810},[177],{"categories":5812},[182],{"categories":5814},[5815],"Liability & Ethics",{"categories":5817},[118],{"categories":5819},[118],{"categories":5821},[118],{"categories":5823},[182],{"categories":5825},[172],{"categories":5827},[182],{"categories":5829},[177],{"categories":5831},[307],{"categories":5833},[118],{"categories":5835},[182],{"categories":5837},[118],{"categories":5839},[118],{"categories":5841},[118],{"categories":5843},[],{"categories":5845},[650],{"categories":5847},[182],{"categories":5849},[],{"categories":5851},[118],{"categories":5853},[172],{"categories":5855},[182],{"categories":5857},[118],{"categories":5859},[],{"categories":5861},[182],{"categories":5863},[118],{"categories":5865},[118],{"categories":5867},[196],{"categories":5869},[118],{"categories":5871},[221],{"categories":5873},[118],{"categories":5875},[118],{"categories":5877},[185],{"categories":5879},[118],{"categories":5881},[182],{"categories":5883},[118],{"categories":5885},[118],{"categories":5887},[118],{"categories":5889},[221],{"categories":5891},[182],{"categories":5893},[196],{"categories":5895},[276],{"categories":5897},[172],{"categories":5899},[118],{"categories":5901},[118],{"categories":5903},[118],{"categories":5905},[],{"categories":5907},[182],{"categories":5909},[182],{"categories":5911},[182],{"categories":5913},[535],{"categories":5915},[276],{"categories":5917},[182],{"categories":5919},[348],{"categories":5921},[196],{"categories":5923},[221],{"categories":5925},[118],{"categories":5927},[276],{"categories":5929},[118],{"categories":5931},[172],{"categories":5933},[],{"categories":5935},[182],{"categories":5937},[118],{"categories":5939},[118],{"categories":5941},[118],{"categories":5943},[118],{"categories":5945},[182],{"categories":5947},[118],{"categories":5949},[118],{"categories":5951},[276],{"categories":5953},[182],{"categories":5955},[],{"categories":5957},[182],{"categories":5959},[185],{"categories":5961},[118],{"categories":5963},[221],{"categories":5965},[182],{"categories":5967},[177],{"categories":5969},[],{"categories":5971},[118],{"categories":5973},[118],{"categories":5975},[185],{"categories":5977},[118],{"categories":5979},[182],{"categories":5981},[221],{"categories":5983},[172],{"categories":5985},[348],{"categories":5987},[118],{"categories":5989},[118],{"categories":5991},[118],{"categories":5993},[221],{"categories":5995},[177],{"categories":5997},[118],{"categories":5999},[276],{"categories":6001},[221],{"categories":6003},[348],{"categories":6005},[118],{"categories":6007},[182],{"categories":6009},[],{"categories":6011},[604],{"categories":6013},[],{"categories":6015},[118],{"categories":6017},[348],{"categories":6019},[118],{"categories":6021},[199],{"categories":6023},[118],{"categories":6025},[182],{"categories":6027},[182],{"categories":6029},[6030],"Design News & Tools",{"categories":6032},[118],{"categories":6034},[118],{"categories":6036},[221],{"categories":6038},[118],{"categories":6040},[118],{"categories":6042},[118],{"categories":6044},[172],{"categories":6046},[182],{"categories":6048},[118],{"categories":6050},[276],{"categories":6052},[182],{"categories":6054},[182],{"categories":6056},[276],{"categories":6058},[118],{"categories":6060},[118],{"categories":6062},[118],{"categories":6064},[535],{"categories":6066},[182],{"categories":6068},[118],{"categories":6070},[118],{"categories":6072},[118],{"categories":6074},[535],{"categories":6076},[118],{"categories":6078},[307],{"categories":6080},[118],{"categories":6082},[182],{"categories":6084},[],{"categories":6086},[118],{"categories":6088},[118],{"categories":6090},[118],{"categories":6092},[221],{"categories":6094},[118],{"categories":6096},[172],{"categories":6098},[],{"categories":6100},[118],{"categories":6102},[118],{"categories":6104},[118],{"categories":6106},[196],{"categories":6108},[677],{"categories":6110},[196],{"categories":6112},[276],{"categories":6114},[118],{"categories":6116},[118,182],{"categories":6118},[307,177],{"categories":6120},[196],{"categories":6122},[118],{"categories":6124},[118],{"categories":6126},[118],{"categories":6128},[118],{"categories":6130},[],{"categories":6132},[196],{"categories":6134},[182],{"categories":6136},[118],{"categories":6138},[118],{"categories":6140},[],{"categories":6142},[118],{"categories":6144},[196],{"categories":6146},[118],{"categories":6148},[196],{"categories":6150},[118],{"categories":6152},[],{"categories":6154},[182],{"categories":6156},[118],{"categories":6158},[177],{"categories":6160},[118],{"categories":6162},[221],{"categories":6164},[118],{"categories":6166},[],{"categories":6168},[118],{"categories":6170},[182],{"categories":6172},[118],{"categories":6174},[],{"categories":6176},[276],{"categories":6178},[118],{"categories":6180},[118],{"categories":6182},[182],{"categories":6184},[118],{"categories":6186},[118],{"categories":6188},[118],{"categories":6190},[172],{"categories":6192},[118],{"categories":6194},[182],{"categories":6196},[118],{"categories":6198},[],{"categories":6200},[118],{"categories":6202},[348],{"categories":6204},[307],{"categories":6206},[177],{"categories":6208},[177],{"categories":6210},[118],{"categories":6212},[172],{"categories":6214},[172],{"categories":6216},[118],{"categories":6218},[182],{"categories":6220},[118],{"categories":6222},[118],{"categories":6224},[118],{"categories":6226},[118],{"categories":6228},[196],{"categories":6230},[118],{"categories":6232},[172],{"categories":6234},[118],{"categories":6236},[118],{"categories":6238},[182],{"categories":6240},[118],{"categories":6242},[307],{"categories":6244},[118],{"categories":6246},[221],{"categories":6248},[118],{"categories":6250},[118],{"categories":6252},[182],{"categories":6254},[185],{"categories":6256},[118],{"categories":6258},[182],{"categories":6260},[118],{"categories":6262},[182],{"categories":6264},[],{"categories":6266},[196],{"categories":6268},[],{"categories":6270},[196],{"categories":6272},[182],{"categories":6274},[172],{"categories":6276},[118],{"categories":6278},[],{"categories":6280},[199],{"categories":6282},[348],{"categories":6284},[118],{"categories":6286},[196],{"categories":6288},[118],{"categories":6290},[],{"categories":6292},[221],{"categories":6294},[182],{"categories":6296},[196],{"categories":6298},[276],{"categories":6300},[177],{"categories":6302},[118],{"categories":6304},[118],{"categories":6306},[182],{"categories":6308},[196],{"categories":6310},[182],{"categories":6312},[221],{"categories":6314},[118],{"categories":6316},[185],{"categories":6318},[172],{"categories":6320},[185],{"categories":6322},[221],{"categories":6324},[118],{"categories":6326},[196],{"categories":6328},[118],{"categories":6330},[276],{"categories":6332},[177],{"categories":6334},[118],{"categories":6336},[118],{"categories":6338},[118],{"categories":6340},[118],{"categories":6342},[118],{"categories":6344},[118],{"categories":6346},[182],{"categories":6348},[118],{"categories":6350},[118],{"categories":6352},[182],{"categories":6354},[118],{"categories":6356},[118],{"categories":6358},[172],{"categories":6360},[118],{"categories":6362},[182],{"categories":6364},[182],{"categories":6366},[276],{"categories":6368},[182],{"categories":6370},[118],{"categories":6372},[182],{"categories":6374},[118],{"categories":6376},[172],{"categories":6378},[182],{"categories":6380},[276],{"categories":6382},[],{"categories":6384},[118],{"categories":6386},[199],{"categories":6388},[535],{"categories":6390},[118],{"categories":6392},[182],{"categories":6394},[118],{"categories":6396},[118],{"categories":6398},[196],{"categories":6400},[118],{"categories":6402},[],{"categories":6404},[118],{"categories":6406},[182],{"categories":6408},[118],{"categories":6410},[307],{"categories":6412},[276],{"categories":6414},[118],{"categories":6416},[196],{"categories":6418},[118],{"categories":6420},[221],{"categories":6422},[182],{"categories":6424},[118],{"categories":6426},[307],{"categories":6428},[182],{"categories":6430},[177],{"categories":6432},[177],{"categories":6434},[118],{"categories":6436},[118],{"categories":6438},[118],{"categories":6440},[118],{"categories":6442},[118],{"categories":6444},[118],{"categories":6446},[172],{"categories":6448},[118],{"categories":6450},[],{"categories":6452},[118],{"categories":6454},[118],{"categories":6456},[182],{"categories":6458},[118],{"categories":6460},[182],{"categories":6462},[118],{"categories":6464},[118],{"categories":6466},[118],{"categories":6468},[118],{"categories":6470},[118],{"categories":6472},[118],{"categories":6474},[196],{"categories":6476},[],{"categories":6478},[172],{"categories":6480},[118],{"categories":6482},[118],{"categories":6484},[182],{"categories":6486},[182],{"categories":6488},[],{"categories":6490},[196],{"categories":6492},[196],{"categories":6494},[118],{"categories":6496},[307],{"categories":6498},[177],{"categories":6500},[276],{"categories":6502},[118],{"categories":6504},[],{"categories":6506},[118],{"categories":6508},[182],{"categories":6510},[172],{"categories":6512},[118],{"categories":6514},[118],{"categories":6516},[196],{"categories":6518},[172],{"categories":6520},[118],{"categories":6522},[118],{"categories":6524},[221],{"categories":6526},[199],{"categories":6528},[118],{"categories":6530},[221],{"categories":6532},[182],{"categories":6534},[118],{"categories":6536},[],{"categories":6538},[221],{"categories":6540},[182],{"categories":6542},[276],{"categories":6544},[199],{"categories":6546},[118],{"categories":6548},[118],{"categories":6550},[118],{"categories":6552},[],{"categories":6554},[182],{"categories":6556},[182],{"categories":6558},[182],{"categories":6560},[3394],{"categories":6562},[221],{"categories":6564},[118],{"categories":6566},[196],{"categories":6568},[118],{"categories":6570},[118],{"categories":6572},[118],{"categories":6574},[118],{"categories":6576},[118],{"categories":6578},[182],{"categories":6580},[118],{"categories":6582},[177],{"categories":6584},[118],{"categories":6586},[172],{"categories":6588},[1965],{"categories":6590},[348],{"categories":6592},[172],{"categories":6594},[],{"categories":6596},[118],{"categories":6598},[],{"categories":6600},[118],{"categories":6602},[221],{"categories":6604},[182],{"categories":6606},[276],{"categories":6608},[118],{"categories":6610},[118],{"categories":6612},[118],{"categories":6614},[118],{"categories":6616},[118],{"categories":6618},[221],{"categories":6620},[],{"categories":6622},[182],{"categories":6624},[118],{"categories":6626},[182],{"categories":6628},[182],{"categories":6630},[],{"categories":6632},[118],{"categories":6634},[],{"categories":6636},[221],{"categories":6638},[172],{"categories":6640},[118],{"categories":6642},[276],{"categories":6644},[118],{"categories":6646},[182],{"categories":6648},[221],{"categories":6650},[118],{"categories":6652},[221],{"categories":6654},[],{"categories":6656},[221],{"categories":6658},[118],{"categories":6660},[172],{"categories":6662},[182],{"categories":6664},[535],{"categories":6666},[182],{"categories":6668},[118],{"categories":6670},[],{"categories":6672},[196],{"categories":6674},[182],{"categories":6676},[185],{"categories":6678},[182],{"categories":6680},[172],{"categories":6682},[118],{"categories":6684},[118],{"categories":6686},[],{"categories":6688},[],{"categories":6690},[],{"categories":6692},[276],{"categories":6694},[118],{"categories":6696},[182],{"categories":6698},[118],{"categories":6700},[118],{"categories":6702},[],{"categories":6704},[],{"categories":6706},[],{"categories":6708},[118],{"categories":6710},[182],{"categories":6712},[276],{"categories":6714},[118],{"categories":6716},[],{"categories":6718},[182],{"categories":6720},[118],{"categories":6722},[118],{"categories":6724},[172],{"categories":6726},[],{"categories":6728},[],{"categories":6730},[118],{"categories":6732},[118],{"categories":6734},[182],{"categories":6736},[276],{"categories":6738},[118],{"categories":6740},[221],{"categories":6742},[],{"categories":6744},[118],{"categories":6746},[118],{"categories":6748},[307],{"categories":6750},[221],{"categories":6752},[307],{"categories":6754},[196],{"categories":6756},[199],{"categories":6758},[118],{"categories":6760},[118],{"categories":6762},[],{"categories":6764},[],{"categories":6766},[182],{"categories":6768},[],{"categories":6770},[118],{"categories":6772},[535],{"categories":6774},[118],{"categories":6776},[118],{"categories":6778},[118],{"categories":6780},[118],{"categories":6782},[],{"categories":6784},[182],{"categories":6786},[118],{"categories":6788},[118],{"categories":6790},[],{"categories":6792},[182],{"categories":6794},[182],{"categories":6796},[118],{"categories":6798},[221],{"categories":6800},[118],{"categories":6802},[307],{"categories":6804},[118],{"categories":6806},[182],{"categories":6808},[177],{"categories":6810},[185],{"categories":6812},[118],{"categories":6814},[118],{"categories":6816},[182],{"categories":6818},[199],{"categories":6820},[182],{"categories":6822},[182],{"categories":6824},[],{"categories":6826},[118],{"categories":6828},[182],{"categories":6830},[],{"categories":6832},[118],{"categories":6834},[],{"categories":6836},[221],{"categories":6838},[177],{"categories":6840},[],{"categories":6842},[118],{"categories":6844},[118],{"categories":6846},[118],{"categories":6848},[],{"categories":6850},[182],{"categories":6852},[276],{"categories":6854},[172],{"categories":6856},[118],{"categories":6858},[],{"categories":6860},[177],{"categories":6862},[307],{"categories":6864},[118],{"categories":6866},[196],{"categories":6868},[172],{"categories":6870},[199],{"categories":6872},[177],{"categories":6874},[196],{"categories":6876},[182],{"categories":6878},[196],{"categories":6880},[],{"categories":6882},[118],{"categories":6884},[185],{"categories":6886},[185],{"categories":6888},[118],{"categories":6890},[],{"categories":6892},[182],{"categories":6894},[182],{"categories":6896},[172],{"categories":6898},[276],{"categories":6900},[118],{"categories":6902},[172],{"categories":6904},[182],{"categories":6906},[348],{"categories":6908},[118],{"categories":6910},[118],{"categories":6912},[118],{"categories":6914},[118],{"categories":6916},[118],{"categories":6918},[172],{"categories":6920},[118],{"categories":6922},[196],{"categories":6924},[199],{"categories":6926},[182],{"categories":6928},[],{"categories":6930},[118],{"categories":6932},[118],{"categories":6934},[118],{"categories":6936},[196],{"categories":6938},[182],{"categories":6940},[221],{"categories":6942},[196],{"categories":6944},[118],{"categories":6946},[185],{"categories":6948},[],{"categories":6950},[276],{"categories":6952},[196],{"categories":6954},[221],{"categories":6956},[118],{"categories":6958},[172],{"categories":6960},[182],{"categories":6962},[118],{"categories":6964},[118],{"categories":6966},[182],{"categories":6968},[185],{"categories":6970},[118],{"categories":6972},[182],{"categories":6974},[118],{"categories":6976},[177],{"categories":6978},[118],{"categories":6980},[182],{"categories":6982},[182,348],{"categories":6984},[118],{"categories":6986},[118],{"categories":6988},[182],{"categories":6990},[196],{"categories":6992},[118],{"categories":6994},[118],{"categories":6996},[199],{"categories":6998},[182],{"categories":7000},[307],{"categories":7002},[182],{"categories":7004},[177],{"categories":7006},[],{"categories":7008},[182],{"categories":7010},[118],{"categories":7012},[177],{"categories":7014},[],{"categories":7016},[],{"categories":7018},[118],{"categories":7020},[196],{"categories":7022},[118],{"categories":7024},[118],{"categories":7026},[182],{"categories":7028},[199],{"categories":7030},[307],{"categories":7032},[118],{"categories":7034},[118],{"categories":7036},[118],{"categories":7038},[118],{"categories":7040},[182],{"categories":7042},[],{"categories":7044},[182],{"categories":7046},[221],{"categories":7048},[118],{"categories":7050},[182],{"categories":7052},[182],{"categories":7054},[118],{"categories":7056},[],{"categories":7058},[221],{"categories":7060},[196],{"categories":7062},[3394],{"categories":7064},[172],{"categories":7066},[196],{"categories":7068},[118],{"categories":7070},[182],{"categories":7072},[118],{"categories":7074},[118],{"categories":7076},[307],{"categories":7078},[196],{"categories":7080},[199],{"categories":7082},[],{"categories":7084},[221],{"categories":7086},[118],{"categories":7088},[118],{"categories":7090},[],{"categories":7092},[182],{"categories":7094},[118],{"categories":7096},[118],{"categories":7098},[118],{"categories":7100},[118],{"categories":7102},[182],{"categories":7104},[118],{"categories":7106},[118],{"categories":7108},[118],{"categories":7110},[185],{"categories":7112},[118],{"categories":7114},[182],{"categories":7116},[118],{"categories":7118},[118],{"categories":7120},[118],{"categories":7122},[118],{"categories":7124},[118],{"categories":7126},[118],{"categories":7128},[118],{"categories":7130},[177],{"categories":7132},[],{"categories":7134},[185],{"categories":7136},[118],{"categories":7138},[221],{"categories":7140},[182],{"categories":7142},[118],{"categories":7144},[196],{"categories":7146},[],{"categories":7148},[196],{"categories":7150},[196],{"categories":7152},[182],{"categories":7154},[196],{"categories":7156},[118],{"categories":7158},[118],{"categories":7160},[118],{"categories":7162},[182],{"categories":7164},[196],{"categories":7166},[118],{"categories":7168},[118],{"categories":7170},[118],{"categories":7172},[182],{"categories":7174},[221],{"categories":7176},[118],{"categories":7178},[118],{"categories":7180},[118],{"categories":7182},[177],{"categories":7184},[118],{"categories":7186},[182],{"categories":7188},[276],{"categories":7190},[],{"categories":7192},[118],{"categories":7194},[118],{"categories":7196},[199],{"categories":7198},[118],{"categories":7200},[182],{"categories":7202},[118],{"categories":7204},[118],{"categories":7206},[],{"categories":7208},[118],{"categories":7210},[118],{"categories":7212},[221],{"categories":7214},[118],{"categories":7216},[118],{"categories":7218},[182],{"categories":7220},[307],{"categories":7222},[],{"categories":7224},[],{"categories":7226},[196],{"categories":7228},[118],{"categories":7230},[118],{"categories":7232},[221],{"categories":7234},[118],{"categories":7236},[196],{"categories":7238},[221],{"categories":7240},[118],{"categories":7242},[118],{"categories":7244},[307],{"categories":7246},[199],{"categories":7248},[118],{"categories":7250},[118],{"categories":7252},[172],{"categories":7254},[182],{"categories":7256},[118],{"categories":7258},[118],{"categories":7260},[182],{"categories":7262},[177],{"categories":7264},[182],{"categories":7266},[196],{"categories":7268},[118],{"categories":7270},[177],{"categories":7272},[],{"categories":7274},[118],{"categories":7276},[199],{"categories":7278},[118],{"categories":7280},[118],{"categories":7282},[],{"categories":7284},[221],{"categories":7286},[118],{"categories":7288},[182],{"categories":7290},[199],{"categories":7292},[118],{"categories":7294},[196],{"categories":7296},[196],{"categories":7298},[196],{"categories":7300},[118],{"categories":7302},[182],{"categories":7304},[182],{"categories":7306},[118],{"categories":7308},[182],{"categories":7310},[118],{"categories":7312},[118],{"categories":7314},[276],{"categories":7316},[199],{"categories":7318},[199],{"categories":7320},[],{"categories":7322},[221],{"categories":7324},[118],{"categories":7326},[118],{"categories":7328},[196],{"categories":7330},[],{"categories":7332},[221],{"categories":7334},[221],{"categories":7336},[221],{"categories":7338},[],{"categories":7340},[182],{"categories":7342},[118],{"categories":7344},[],{"categories":7346},[172],{"categories":7348},[177],{"categories":7350},[],{"categories":7352},[118],{"categories":7354},[118],{"categories":7356},[],{"categories":7358},[196],{"categories":7360},[],{"categories":7362},[],{"categories":7364},[],{"categories":7366},[],{"categories":7368},[118],{"categories":7370},[221],{"categories":7372},[],{"categories":7374},[],{"categories":7376},[118],{"categories":7378},[118],{"categories":7380},[118],{"categories":7382},[199],{"categories":7384},[118],{"categories":7386},[199],{"categories":7388},[],{"categories":7390},[199],{"categories":7392},[199],{"categories":7394},[348],{"categories":7396},[182],{"categories":7398},[196],{"categories":7400},[],{"categories":7402},[],{"categories":7404},[199],{"categories":7406},[196],{"categories":7408},[196],{"categories":7410},[196],{"categories":7412},[],{"categories":7414},[172],{"categories":7416},[196],{"categories":7418},[196],{"categories":7420},[172],{"categories":7422},[196],{"categories":7424},[177],{"categories":7426},[196],{"categories":7428},[196],{"categories":7430},[196],{"categories":7432},[199],{"categories":7434},[221],{"categories":7436},[221],{"categories":7438},[118],{"categories":7440},[196],{"categories":7442},[199],{"categories":7444},[348],{"categories":7446},[199],{"categories":7448},[199],{"categories":7450},[199],{"categories":7452},[],{"categories":7454},[177],{"categories":7456},[],{"categories":7458},[348],{"categories":7460},[196],{"categories":7462},[196],{"categories":7464},[196],{"categories":7466},[182],{"categories":7468},[221,177],{"categories":7470},[199],{"categories":7472},[],{"categories":7474},[],{"categories":7476},[199],{"categories":7478},[],{"categories":7480},[199],{"categories":7482},[221],{"categories":7484},[182],{"categories":7486},[],{"categories":7488},[196],{"categories":7490},[118],{"categories":7492},[276],{"categories":7494},[],{"categories":7496},[118],{"categories":7498},[],{"categories":7500},[221],{"categories":7502},[172],{"categories":7504},[199],{"categories":7506},[],{"categories":7508},[196],{"categories":7510},[221],[7512,7640,7728,7814],{"id":7513,"title":7514,"ai":7515,"body":7520,"categories":7618,"created_at":119,"date_modified":119,"description":109,"extension":120,"faq":119,"featured":121,"kicker_label":119,"meta":7619,"navigation":146,"path":7626,"published_at":7627,"question":119,"scraped_at":7628,"seo":7629,"sitemap":7630,"source_id":7631,"source_name":7632,"source_type":154,"source_url":7633,"stem":7634,"tags":7635,"thumbnail_url":119,"tldr":7636,"tweet":7637,"unknown_tags":7638,"__hash__":7639},"summaries\u002Fsummaries\u002Fa99d0a99a7e4cd29-architecting-production-ready-ai-agents-lessons-fr-summary.md","Architecting Production-Ready AI Agents: Lessons from Codeex",{"provider":7,"model":8,"input_tokens":7516,"output_tokens":7517,"processing_time_ms":7518,"cost_usd":7519},7448,649,2960,0.0028355,{"type":14,"value":7521,"toc":7612},[7522,7526,7537,7541,7544,7564,7568,7580,7587,7591,7594],[17,7523,7525],{"id":7524},"protocol-driven-agent-architecture","Protocol-Driven Agent Architecture",[22,7527,7528,7529,7532,7533,7536],{},"Building scalable agents requires decoupling the UI from the inference engine. The Codeex harness utilizes two primary protocols: the ",[42,7530,7531],{},"App Server protocol"," (managing UI-to-harness communication) and the ",[42,7534,7535],{},"Responses API"," (handling harness-to-inference communication). This architecture allows for an open ecosystem where developers can build custom interfaces or integrate with tools like Cloud Code or even game engines like Doom, while leveraging standardized capabilities like web search and image generation.",[17,7538,7540],{"id":7539},"context-management-and-performance","Context Management and Performance",[22,7542,7543],{},"To maintain performance and cost-efficiency in long-running agents, context management is critical. Codeex employs three specific strategies:",[36,7545,7546,7552,7558],{},[39,7547,7548,7551],{},[42,7549,7550],{},"Deferred Tool Loading:"," Tools are marked as deferred and excluded from the initial context window, becoming available only via tool search to save tokens.",[39,7553,7554,7557],{},[42,7555,7556],{},"Dynamic Capping:"," Available skills are capped at 2% of the context window, with descriptions truncated as the window grows.",[39,7559,7560,7563],{},[42,7561,7562],{},"Websocket Mode:"," Moving from HTTP\u002FServer-Sent Events to persistent WebSockets allows for stateful communication, sending only the delta of changes (e.g., tool call results) rather than re-transmitting the entire history.",[17,7565,7567],{"id":7566},"agentic-actions-and-security","Agentic Actions and Security",[22,7569,7570,7571,7575,7576,7579],{},"Agents require sophisticated interaction patterns to perform real-world tasks. Codeex uses a sandbox layer (utilizing ",[7572,7573,7574],"code",{},"seatbelt"," on macOS, ",[7572,7577,7578],{},"bubblewrap"," on Linux, and a custom open-source sandbox for Windows) to execute file system and browser interactions.",[22,7581,7582,7583,7586],{},"To solve \"approval fatigue\" while maintaining security, the system implements ",[42,7584,7585],{},"Auto-Review",". When an agent attempts a sensitive action (e.g., file deletion), it triggers a secondary, read-only \"Auto-Review\" sub-agent. This sub-agent evaluates the action against the user's original intent, the current transcript, and a risk taxonomy to decide whether to approve the action automatically or escalate it to the human user.",[17,7588,7590],{"id":7589},"long-running-task-management","Long-Running Task Management",[22,7592,7593],{},"For tasks spanning hours or days, the harness manages state through:",[36,7595,7596,7606],{},[39,7597,7598,7601,7602,7605],{},[42,7599,7600],{},"Goal-Oriented Loops:"," Rather than long-form prompts, agents use concrete, verifiable goals. The harness injects continuation prompts until the agent calls an ",[7572,7603,7604],{},"update_goal"," tool.",[39,7607,7608,7611],{},[42,7609,7610],{},"Auto-Compaction:"," The system automatically triggers context compaction, condensing long transcripts into a summarized state that preserves necessary information while keeping the context window performant for subsequent turns.",{"title":109,"searchDepth":110,"depth":110,"links":7613},[7614,7615,7616,7617],{"id":7524,"depth":110,"text":7525},{"id":7539,"depth":110,"text":7540},{"id":7566,"depth":110,"text":7567},{"id":7589,"depth":110,"text":7590},[118],{"content_references":7620,"triage":7624},[7621],{"type":125,"title":7622,"url":7623,"context":128},"Codeex Harness","https:\u002F\u002Fgithub.com\u002Fcodeex-harness",{"relevance":142,"novelty":143,"quality":143,"actionability":143,"composite":144,"reasoning":7625},"Category: AI & LLMs. The article provides in-depth insights into architecting production-ready AI agents, addressing specific pain points like context management and security, which are crucial for developers building AI features. It offers actionable strategies such as deferred tool loading and dynamic capping, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002Fa99d0a99a7e4cd29-architecting-production-ready-ai-agents-lessons-fr-summary","2026-08-10 16:00:06","2026-08-11 03:21:19",{"title":7514,"description":109},{"loc":7626},"a99d0a99a7e4cd29","AI Engineer","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=shRR1e2HXMk","summaries\u002Fa99d0a99a7e4cd29-architecting-production-ready-ai-agents-lessons-fr-summary",[159,158,160,161],"Building robust AI agents requires moving beyond basic prompts to implementing stateful protocols, intelligent context management, and automated security review systems.","This is a technical deep dive into the architecture of the [Continue](https:\u002F\u002Fcontinue.dev) (formerly Codeium\u002FCodeEx) agent harness. The speaker explains how their open-source Rust-based framework manages context, handles tool discovery, and implements sandboxed file system and browser interactions.",[161],"0IE5ePi-CwE2qeWsvD0wxIoPrw1PeTHf_tQsAV9jg9E",{"id":7641,"title":7642,"ai":7643,"body":7648,"categories":7705,"created_at":119,"date_modified":119,"description":109,"extension":120,"faq":119,"featured":121,"kicker_label":119,"meta":7706,"navigation":146,"path":7714,"published_at":7715,"question":119,"scraped_at":7716,"seo":7717,"sitemap":7718,"source_id":7719,"source_name":7632,"source_type":154,"source_url":7720,"stem":7721,"tags":7722,"thumbnail_url":7723,"tldr":7724,"tweet":7725,"unknown_tags":7726,"__hash__":7727},"summaries\u002Fsummaries\u002F7a685562935bfafe-scaling-ai-agents-with-contextual-playbooks-at-lin-summary.md","Scaling AI Agents with Contextual Playbooks at LinkedIn",{"provider":7,"model":8,"input_tokens":7644,"output_tokens":7645,"processing_time_ms":7646,"cost_usd":7647},7109,677,3909,0.00279275,{"type":14,"value":7649,"toc":7699},[7650,7654,7657,7661,7664,7667,7681,7685,7692,7696],[17,7651,7653],{"id":7652},"the-context-gap-in-enterprise-ai","The Context Gap in Enterprise AI",[22,7655,7656],{},"LinkedIn found that off-the-shelf coding agents failed in their environment because they lacked knowledge of internal frameworks, custom databases, and proprietary configuration systems. Engineers spent more time correcting AI hallucinations than writing code. While connecting tools via the Model Context Protocol (MCP) provided basic capabilities, it failed to solve for tribal knowledge scattered across stale wikis and Slack threads. Furthermore, exposing too many tools directly to an agent caused context overload, leading to performance degradation and memory loss.",[17,7658,7660],{"id":7659},"playbooks-instructions-as-tools","Playbooks: Instructions as Tools",[22,7662,7663],{},"To bridge this gap, LinkedIn developed \"Playbooks\"—instructions and prompts served as tools via MCP. When an agent needs to perform a task (e.g., debugging an error spike), it invokes a playbook, which returns the necessary instructions and context as tool output. This ensures agents have both the capability to act and the procedural knowledge to act correctly.",[22,7665,7666],{},"Two core principles govern these playbooks:",[36,7668,7669,7675],{},[39,7670,7671,7674],{},[42,7672,7673],{},"Self-Containment:"," Each playbook focuses on a single, specific task to ensure the agent selects the correct one.",[39,7676,7677,7680],{},[42,7678,7679],{},"Modularization:"," Large workflows are broken into smaller, referenced playbooks. This enables reusability and allows for \"progressive discovery,\" where the agent fetches context only as needed, preventing context bloat.",[17,7682,7684],{"id":7683},"scaling-via-meta-tools","Scaling via Meta-Tools",[22,7686,7687,7688,7691],{},"To overcome the MCP limitation where performance degrades beyond 30–40 tools, LinkedIn implemented a three-meta-tool architecture: ",[42,7689,7690],{},"Search, Get Schema, and Execute",". Instead of surfacing all 1,900+ tools and playbooks, the agent uses the 'Search' meta-tool to find relevant resources, 'Get Schema' to understand how to use them, and 'Execute' to perform the action. This allows the system to scale to thousands of tools while keeping the agent's context window clean.",[17,7693,7695],{"id":7694},"the-self-improving-flywheel","The Self-Improving Flywheel",[22,7697,7698],{},"To prevent knowledge rot, LinkedIn treats playbooks as living code. Agents are encouraged to identify discrepancies or missing information after a session. They then propose updates to the playbook via a Pull Request. This creates a self-improving loop where the collective knowledge of the engineering organization is continuously refined by the agents themselves. The system is deployed via a local MCP server installed on all developer laptops, which syncs updates hourly, ensuring that central cross-cutting playbooks and repository-specific local playbooks remain current.",{"title":109,"searchDepth":110,"depth":110,"links":7700},[7701,7702,7703,7704],{"id":7652,"depth":110,"text":7653},{"id":7659,"depth":110,"text":7660},{"id":7683,"depth":110,"text":7684},{"id":7694,"depth":110,"text":7695},[182],{"content_references":7707,"triage":7712},[7708],{"type":125,"title":7709,"author":7710,"url":7711,"context":128},"Model Context Protocol (MCP)","Anthropic","https:\u002F\u002Fmodelcontextprotocol.io\u002F",{"relevance":142,"novelty":143,"quality":143,"actionability":143,"composite":144,"reasoning":7713},"Category: AI & LLMs. The article provides a detailed account of how LinkedIn scaled AI agents using contextual playbooks, addressing specific pain points such as context overload and performance degradation. It offers actionable insights on modularization and self-containment in playbooks, which can be directly applied by product builders looking to implement similar AI solutions.","\u002Fsummaries\u002F7a685562935bfafe-scaling-ai-agents-with-contextual-playbooks-at-lin-summary","2026-09-09 14:00:06","2026-09-10 03:11:43",{"title":7642,"description":109},{"loc":7714},"7a685562935bfafe","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=9wZpvF3QleU","summaries\u002F7a685562935bfafe-scaling-ai-agents-with-contextual-playbooks-at-lin-summary",[159,158,160,161],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F9wZpvF3QleU\u002Fhqdefault.jpg","LinkedIn scaled AI coding agents to over 1,300 tools and 600 playbooks by replacing direct tool exposure with a three-meta-tool search architecture and a self-improving, playbook-driven knowledge loop.","This talk explains how LinkedIn scaled its internal AI agents by moving away from loading all tools into context, which fails at scale, toward a \"search, schema, and execute\" pattern. The core innovation is the use of \"playbooks\"—modular, version-controlled instructions that agents invoke as tools—which solve the problem of tribal knowledge being scattered across stale wikis and Slack threads.",[161],"kQhnkidX2t0B07lOMiwF4FZsDmVp-AFMB9PmyUaVrzI",{"id":7729,"title":7730,"ai":7731,"body":7736,"categories":7790,"created_at":119,"date_modified":119,"description":109,"extension":120,"faq":119,"featured":121,"kicker_label":119,"meta":7791,"navigation":146,"path":7801,"published_at":7802,"question":119,"scraped_at":7802,"seo":7803,"sitemap":7804,"source_id":7805,"source_name":7806,"source_type":7807,"source_url":7808,"stem":7809,"tags":7810,"thumbnail_url":119,"tldr":7811,"tweet":119,"unknown_tags":7812,"__hash__":7813},"summaries\u002Fsummaries\u002Fddd2460e2a3b9981-scaling-agentic-development-with-warp-and-oz-summary.md","Scaling Agentic Development with Warp and Oz",{"provider":7,"model":8,"input_tokens":7732,"output_tokens":7733,"processing_time_ms":7734,"cost_usd":7735},6942,566,3486,0.0025845,{"type":14,"value":7737,"toc":7785},[7738,7742,7745,7749,7752,7778,7782],[17,7739,7741],{"id":7740},"the-shift-to-open-agentic-development","The Shift to Open Agentic Development",[22,7743,7744],{},"Warp is transitioning from a terminal-based coding assistant to a platform for \"Open Agentic Development.\" In this model, agents handle the implementation work—planning, coding, testing, and opening pull requests—while humans focus on defining objectives, verifying outputs, and providing the product judgment that guides the system. Warp reports that 90% of its internal pull requests are now co-created by agents, demonstrating the viability of this approach for scaling engineering teams.",[17,7746,7748],{"id":7747},"orchestration-via-oz","Orchestration via Oz",[22,7750,7751],{},"To manage these persistent, parallelized agents, Warp built Oz, a cloud-based control plane. Oz allows developers to deploy agents across local and cloud environments, monitor long-running workflows, and maintain context through:",[36,7753,7754,7760,7766,7772],{},[39,7755,7756,7759],{},[42,7757,7758],{},"Context Compaction & Memory:"," Techniques to help agents stay focused during extended, complex tasks.",[39,7761,7762,7765],{},[42,7763,7764],{},"Subagent Specialization:"," Using dedicated agents for specific tasks like code search and file analysis.",[39,7767,7768,7771],{},[42,7769,7770],{},"Hybrid Execution:"," The ability to hand off workflows between cloud and local environments without losing state.",[39,7773,7774,7777],{},[42,7775,7776],{},"Evaluation Pipelines:"," Using LLM-as-a-judge systems to verify agent outputs.",[17,7779,7781],{"id":7780},"efficiency-gains-with-gpt-55","Efficiency Gains with GPT-5.5",[22,7783,7784],{},"Warp utilizes GPT-5.5 to handle demanding reasoning and coding tasks. The model has proven particularly effective for long-horizon engineering, where it can reason across large problem spaces. Compared to GPT-5.4, Warp observed a 30% reduction in tokens per task, which is critical for the sustainability of long-running, autonomous agent workflows. The company routes tasks to different model configurations based on difficulty, ensuring that complex reasoning receives the necessary frontier-level intelligence while optimizing for cost and efficiency.",{"title":109,"searchDepth":110,"depth":110,"links":7786},[7787,7788,7789],{"id":7740,"depth":110,"text":7741},{"id":7747,"depth":110,"text":7748},{"id":7780,"depth":110,"text":7781},[182],{"content_references":7792,"triage":7799},[7793,7796],{"type":125,"title":7794,"url":7795,"context":140},"Warp","https:\u002F\u002Fwww.warp.dev\u002F",{"type":125,"title":7797,"url":7798,"context":140},"Oz","https:\u002F\u002Fwww.warp.dev\u002Foz",{"relevance":142,"novelty":143,"quality":143,"actionability":143,"composite":144,"reasoning":7800},"Category: AI Automation. The article discusses the innovative use of Warp and Oz for orchestrating agent workflows in software engineering, addressing the audience's need for practical applications of AI in product development. It provides specific details about how agents can manage complex tasks, which is actionable for developers looking to implement similar systems.","\u002Fsummaries\u002Fddd2460e2a3b9981-scaling-agentic-development-with-warp-and-oz-summary","2026-05-30 14:03:23",{"title":7730,"description":109},{"loc":7801},"ddd2460e2a3b9981","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Fwarp","summaries\u002Fddd2460e2a3b9981-scaling-agentic-development-with-warp-and-oz-summary",[159,158,160,161],"Warp is shifting software engineering from individual coding assistance to persistent, orchestrated agent workflows using GPT-5.5 to manage complex, long-horizon tasks.",[161],"jhJTPmiUVAv8dnTyvwi5Awzd0kzRrbPqOIU-jibWs2k",{"id":7815,"title":7816,"ai":7817,"body":7823,"categories":7846,"created_at":119,"date_modified":119,"description":109,"extension":120,"faq":119,"featured":121,"kicker_label":119,"meta":7847,"navigation":146,"path":7851,"published_at":7852,"question":119,"scraped_at":7853,"seo":7854,"sitemap":7855,"source_id":7856,"source_name":7857,"source_type":7807,"source_url":7858,"stem":7859,"tags":7860,"thumbnail_url":119,"tldr":7861,"tweet":119,"unknown_tags":7862,"__hash__":7863},"summaries\u002Fsummaries\u002F788e0faff32168e3-programming-stacks-map-to-llm-agents-for-smarter-b-summary.md","Programming Stacks Map to LLM Agents for Smarter Builds",{"provider":7,"model":7818,"input_tokens":7819,"output_tokens":7820,"processing_time_ms":7821,"cost_usd":7822},"x-ai\u002Fgrok-4.1-fast",3863,1003,11090,0.0012516,{"type":14,"value":7824,"toc":7842},[7825,7829,7832,7835,7839],[17,7826,7828],{"id":7827},"analogy-equips-you-to-build-maintainable-agentic-systems","Analogy Equips You to Build Maintainable Agentic Systems",[22,7830,7831],{},"Traditional software engineering maps closely to LLM-based agentic systems, revealing why current stacks often fail at scale. Treat the LLM itself (e.g., Qwen, Llama, Claude) as your core programming language—it handles execution of instructions. MCP servers (like libraries such as NumPy or Textual) provide reusable capabilities without bloating the base model. Individual skills act as discrete programs, composed atop these for specific tasks. Context windows function like RAM: fast but volatile and size-limited, forcing careful state management. RAG serves as disk\u002Fdatabase: persistent, slower retrieval for grounding without overwhelming short-term memory.",[22,7833,7834],{},"This mapping isn't perfect—LLMs introduce non-determinism and hallucination risks absent in deterministic languages—but it holds enough to guide architecture. It breaks where LLMs lack compile-time checks or true modularity, yet applying software principles (e.g., minimize context bloat like RAM overuse, version MCPs like library deps) yields more reliable agents.",[17,7836,7838],{"id":7837},"practical-implications-shift-your-agent-stack","Practical Implications Shift Your Agent Stack",[22,7840,7841],{},"Adopt this lens to escape ad-hoc prompting: design agents as layered software stacks. Start with a capable LLM 'language,' plug in specialized MCP 'libraries' for domain logic, author focused 'skills' as composable units, manage context like volatile memory (evict aggressively), and offload facts to RAG for persistence. Result: systems that scale like apps, not brittle prompt chains—easier to debug, version, and extend. Hands-on builders gain a mental model for production agents, prioritizing composition over raw model power.",{"title":109,"searchDepth":110,"depth":110,"links":7843},[7844,7845],{"id":7827,"depth":110,"text":7828},{"id":7837,"depth":110,"text":7838},[118],{"content_references":7848,"triage":7849},[],{"relevance":142,"novelty":143,"quality":143,"actionability":143,"composite":144,"reasoning":7850},"Category: AI & LLMs. The article provides a detailed analogy between traditional software engineering and LLM-based systems, addressing the audience's need for practical applications in building AI-powered products. It offers actionable insights on structuring agentic systems, which is directly relevant to developers and founders looking to implement AI effectively.","\u002Fsummaries\u002F788e0faff32168e3-programming-stacks-map-to-llm-agents-for-smarter-b-summary","2026-04-29 01:52:13","2026-05-03 17:00:53",{"title":7816,"description":109},{"loc":7851},"788e0faff32168e3","Generative AI","https:\u002F\u002Fgenerativeai.pub\u002Fthe-hidden-analogy-between-programming-languages-and-llms-that-will-change-how-you-build-agentic-a344fa26dc09?source=rss----440100e76000---4","summaries\u002F788e0faff32168e3-programming-stacks-map-to-llm-agents-for-smarter-b-summary",[158,159,161],"Map LLMs to programming languages, MCP servers to libraries, skills to programs, context windows to RAM, and RAG to disk—use this analogy to compose and maintain agentic systems like traditional software.",[161],"_g6isC4Txgg9eOHjkCG4cbpzGLv4o7EVwKaZv6zkg2o"]